{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第一次上机"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 实验一 房价回归"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 导入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "# 导入数据，去除空数据\n",
    "boston = pd.read_csv(\"./data/boston_housing_data.csv\").dropna(axis=0)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据可视化分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x1200 with 13 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mpl\n",
    "from matplotlib import pyplot as plt, rcParams \n",
    "\n",
    "parameters = {'axes.labelsize': 25,\n",
    "          'axes.titlesize': 10,\n",
    "          'font.family': 'DengXian'}\n",
    "plt.rcParams.update(parameters)\n",
    "\n",
    "f = plt.figure(figsize=(12, 10), dpi=120)\n",
    "f.suptitle(\"MEDV与其他属性的散点图\")\n",
    "colors = ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf']\n",
    "for index, col in enumerate(boston.columns[0:-1]):\n",
    "    ax = plt.subplot(3, 5, index + 1)\n",
    "    ax.set_title(col)\n",
    "    plt.scatter(col, \"MEDV\",s=rcParams['lines.markersize'] ** .8 , c = colors[index % len(colors)], data=boston)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据划分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import KFold\n",
    "\n",
    "kf5 = KFold(n_splits=5, shuffle=False)\n",
    "kf10 = KFold(n_splits=10, shuffle=False)\n",
    "\n",
    "X = boston.iloc[:, 0:-1].values\n",
    "y = boston.iloc[:, -1]\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据归一化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n",
    "\n",
    "scaler = StandardScaler()\n",
    "scaler.fit(X)\n",
    "X_standerd = scaler.transform(X)\n",
    "\n",
    "scaler = MinMaxScaler()\n",
    "scaler.fit(X)\n",
    "X_MinMax = scaler.transform(X)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 模型训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.59342717  0.92872414  0.34868454  0.65083531 -1.32539438  3.40372069\n",
      " -0.17122083 -2.65514783  2.21868031 -1.71715007 -1.82629613  0.84326462\n",
      " -3.20243637]\n",
      "0.7405243172971453\n",
      "[-0.1648456   0.77009473  0.12611955  0.68764423 -1.17657703  3.43427628\n",
      " -0.18000988 -2.52773872  1.40399387 -1.16797177 -1.75609266  0.85314991\n",
      " -3.23895132]\n",
      "0.7392242143151151\n"
     ]
    }
   ],
   "source": [
    "from sklearn import linear_model\n",
    "\n",
    "reg = linear_model.LinearRegression()\n",
    "reg.fit(X_standerd, y)\n",
    "w1 = reg.coef_\n",
    "s1 = reg.score(X_standerd, y)\n",
    "print(w1)\n",
    "print(s1)\n",
    "\n",
    "reg = linear_model.SGDRegressor()\n",
    "reg.fit(X_standerd, y)\n",
    "w2 = reg.coef_\n",
    "s2 = reg.score(X_standerd, y)\n",
    "print(w2) \n",
    "print(s2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "z-score\n",
      "最小二乘法，均方误差，5折\n",
      "mean: 34.84632717111223\n",
      "std: 32.782001403018974\n",
      "\n",
      "梯度下降法，均方误差，5折\n",
      "mean: 33.76045175355811\n",
      "std: 31.86105249858579\n",
      "\n",
      "最小二乘法，平均绝对误差，5折\n",
      "mean: 3.9850780297503308\n",
      "std: 1.6816166093952445\n",
      "\n",
      "梯度下降法，平均绝对误差，5折\n",
      "mean: 3.910394397200662\n",
      "std: 1.6428204419402768\n",
      "\n",
      "最小二乘法，均方误差，10折\n",
      "mean: 30.120461535198423\n",
      "std: 44.62189714622689\n",
      "\n",
      "梯度下降法，均方误差，10折\n",
      "mean: 29.579460825413946\n",
      "std: 44.111920468063175\n",
      "\n",
      "最小二乘法，平均绝对误差，10折\n",
      "mean: 3.520734989935723\n",
      "std: 1.8983193888234682\n",
      "\n",
      "梯度下降法，平均绝对误差，10折\n",
      "mean: 3.4769005785113647\n",
      "std: 1.9159248556175463\n",
      "\n",
      "minmax-score\n",
      "最小二乘法，均方误差，5折\n",
      "mean: 34.84632717111217\n",
      "std: 32.782001403018924\n",
      "\n",
      "梯度下降法，均方误差，5折\n",
      "mean: 30.748351304154617\n",
      "std: 26.307011608044732\n",
      "\n",
      "最小二乘法，平均绝对误差，5折\n",
      "mean: 3.985078029750327\n",
      "std: 1.681616609395243\n",
      "\n",
      "梯度下降法，平均绝对误差，5折\n",
      "mean: 3.5734557418589987\n",
      "std: 1.295055180466967\n",
      "\n",
      "最小二乘法，均方误差，10折\n",
      "mean: 30.120461535198395\n",
      "std: 44.62189714622689\n",
      "\n",
      "梯度下降法，均方误差，10折\n",
      "mean: 28.012787135892022\n",
      "std: 38.313841050427705\n",
      "\n",
      "最小二乘法，平均绝对误差，10折\n",
      "mean: 3.520734989935716\n",
      "std: 1.8983193888234646\n",
      "\n",
      "梯度下降法，平均绝对误差，10折\n",
      "mean: 3.383517978706916\n",
      "std: 1.7690109380840375\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn import linear_model\n",
    "from sklearn.metrics import mean_squared_error, make_scorer, mean_absolute_error\n",
    "from sklearn.pipeline import make_pipeline\n",
    "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n",
    "\n",
    "print(\"z-score\")\n",
    "reg = make_pipeline(StandardScaler(), linear_model.LinearRegression())\n",
    "scores = cross_val_score(reg, X, y, cv=kf5, scoring=make_scorer(mean_squared_error), n_jobs=1)\n",
    "print(\"最小二乘法，均方误差，5折\")\n",
    "print(f\"mean: {scores.mean()}\\nstd: {scores.std()}\\n\")\n",
    "\n",
    "reg = make_pipeline(StandardScaler(), linear_model.SGDRegressor())\n",
    "scores = cross_val_score(reg, X, y, cv=kf5, scoring=make_scorer(mean_squared_error), n_jobs=1)\n",
    "print(\"梯度下降法，均方误差，5折\")\n",
    "print(f\"mean: {scores.mean()}\\nstd: {scores.std()}\\n\")\n",
    "\n",
    "reg = make_pipeline(StandardScaler(), linear_model.LinearRegression())\n",
    "scores = cross_val_score(reg, X, y, cv=kf5, scoring=make_scorer(mean_absolute_error), n_jobs=1)\n",
    "print(\"最小二乘法，平均绝对误差，5折\")\n",
    "print(f\"mean: {scores.mean()}\\nstd: {scores.std()}\\n\")\n",
    "\n",
    "reg = make_pipeline(StandardScaler(), linear_model.SGDRegressor())\n",
    "scores = cross_val_score(reg, X, y, cv=kf5, scoring=make_scorer(mean_absolute_error), n_jobs=1)\n",
    "print(\"梯度下降法，平均绝对误差，5折\")\n",
    "print(f\"mean: {scores.mean()}\\nstd: {scores.std()}\\n\")\n",
    "\n",
    "reg = make_pipeline(StandardScaler(), linear_model.LinearRegression())\n",
    "scores = cross_val_score(reg, X, y, cv=kf10, scoring=make_scorer(mean_squared_error), n_jobs=1)\n",
    "print(\"最小二乘法，均方误差，10折\")\n",
    "print(f\"mean: {scores.mean()}\\nstd: {scores.std()}\\n\")\n",
    "\n",
    "reg = make_pipeline(StandardScaler(), linear_model.SGDRegressor())\n",
    "scores = cross_val_score(reg, X, y, cv=kf10, scoring=make_scorer(mean_squared_error), n_jobs=1)\n",
    "print(\"梯度下降法，均方误差，10折\")\n",
    "print(f\"mean: {scores.mean()}\\nstd: {scores.std()}\\n\")\n",
    "\n",
    "reg = make_pipeline(StandardScaler(), linear_model.LinearRegression())\n",
    "scores = cross_val_score(reg, X, y, cv=kf10, scoring=make_scorer(mean_absolute_error), n_jobs=1)\n",
    "print(\"最小二乘法，平均绝对误差，10折\")\n",
    "print(f\"mean: {scores.mean()}\\nstd: {scores.std()}\\n\")\n",
    "\n",
    "reg = make_pipeline(StandardScaler(), linear_model.SGDRegressor())\n",
    "scores = cross_val_score(reg, X, y, cv=kf10, scoring=make_scorer(mean_absolute_error), n_jobs=1)\n",
    "print(\"梯度下降法，平均绝对误差，10折\")\n",
    "print(f\"mean: {scores.mean()}\\nstd: {scores.std()}\\n\")\n",
    "\n",
    "print(\"minmax-score\")\n",
    "reg = make_pipeline(MinMaxScaler(), linear_model.LinearRegression())\n",
    "scores = cross_val_score(reg, X, y, cv=kf5, scoring=make_scorer(mean_squared_error), n_jobs=1)\n",
    "print(\"最小二乘法，均方误差，5折\")\n",
    "print(f\"mean: {scores.mean()}\\nstd: {scores.std()}\\n\")\n",
    "\n",
    "reg = make_pipeline(MinMaxScaler(), linear_model.SGDRegressor())\n",
    "scores = cross_val_score(reg, X, y, cv=kf5, scoring=make_scorer(mean_squared_error), n_jobs=1)\n",
    "print(\"梯度下降法，均方误差，5折\")\n",
    "print(f\"mean: {scores.mean()}\\nstd: {scores.std()}\\n\")\n",
    "\n",
    "reg = make_pipeline(MinMaxScaler(), linear_model.LinearRegression())\n",
    "scores = cross_val_score(reg, X, y, cv=kf5, scoring=make_scorer(mean_absolute_error), n_jobs=1)\n",
    "print(\"最小二乘法，平均绝对误差，5折\")\n",
    "print(f\"mean: {scores.mean()}\\nstd: {scores.std()}\\n\")\n",
    "\n",
    "reg = make_pipeline(MinMaxScaler(), linear_model.SGDRegressor())\n",
    "scores = cross_val_score(reg, X, y, cv=kf5, scoring=make_scorer(mean_absolute_error), n_jobs=1)\n",
    "print(\"梯度下降法，平均绝对误差，5折\")\n",
    "print(f\"mean: {scores.mean()}\\nstd: {scores.std()}\\n\")\n",
    "\n",
    "reg = make_pipeline(MinMaxScaler(), linear_model.LinearRegression())\n",
    "scores = cross_val_score(reg, X, y, cv=kf10, scoring=make_scorer(mean_squared_error), n_jobs=1)\n",
    "print(\"最小二乘法，均方误差，10折\")\n",
    "print(f\"mean: {scores.mean()}\\nstd: {scores.std()}\\n\")\n",
    "\n",
    "reg = make_pipeline(MinMaxScaler(), linear_model.SGDRegressor())\n",
    "scores = cross_val_score(reg, X, y, cv=kf10, scoring=make_scorer(mean_squared_error), n_jobs=1)\n",
    "print(\"梯度下降法，均方误差，10折\")\n",
    "print(f\"mean: {scores.mean()}\\nstd: {scores.std()}\\n\")\n",
    "\n",
    "reg = make_pipeline(MinMaxScaler(), linear_model.LinearRegression())\n",
    "scores = cross_val_score(reg, X, y, cv=kf10, scoring=make_scorer(mean_absolute_error), n_jobs=1)\n",
    "print(\"最小二乘法，平均绝对误差，10折\")\n",
    "print(f\"mean: {scores.mean()}\\nstd: {scores.std()}\\n\")\n",
    "\n",
    "reg = make_pipeline(MinMaxScaler(), linear_model.SGDRegressor())\n",
    "scores = cross_val_score(reg, X, y, cv=kf10, scoring=make_scorer(mean_absolute_error), n_jobs=1)\n",
    "print(\"梯度下降法，平均绝对误差，10折\")\n",
    "print(f\"mean: {scores.mean()}\\nstd: {scores.std()}\\n\")\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 实验二 鸢尾花分类"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 导入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "import pandas as pd\n",
    "\n",
    "# 将Bunch转化为dataframe\n",
    "def Bunch2DF(sk_datasets):\n",
    "    df = pd.DataFrame(sk_datasets.data, columns=sk_datasets.feature_names)\n",
    "    df[\"target\"] = pd.Series(sk_datasets.target)\n",
    "    return df\n",
    "\n",
    "iris = Bunch2DF(load_iris())"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据可视化分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5RmPHjnW6zaI+0S3s71kXx8/PT/PmzdOsWbMkFf6Jt5T3hPUWLVpIkpYsWaIlS5bY540ZM0b169fXs88+W+R2goODdfr0afvffC9M/jlwJj90P/PMM/rtt980YcIEbdu2zeFqAQAA3EXwBgC47cEHH9Tjjz+uunXrKjo6uthLtc06f/68JkyYoLi4uALzhgwZotdff11169ZVRESE6tat6zB/5MiRBS6xLsqlS5d04sQJ1alTxz4tOTlZvXr1KnDfd35ozJebmyt/f3/79JycHMXExNgf3lWcrKwsXbp0ScOGDdPw4cNVqVKlAg+OW7p0qe644w4FBQWpRo0a2rlzp33euHHj1KZNG3Xo0EEff/yxpkyZonHjxhV4ynhpCA8P13vvvScp75gWFrzvuusue7DPyMhQ9+7d7fMSEhIUHByshQsX6uGHHy70zYt169bpp59+0rPPPqv58+erV69eqlOnjj755BOFhoaqW7du8vb2VlRUlN54441iL1l/4YUXtGjRIv3jH/9QQECAJk6cqM6dO7tzGAAAsOMebwCA2zp37qyMjAxNnjxZf/3rXz22XsMwtGbNGnXt2lW9evXSvffeW6DPHXfcoV27dmnOnDkFLjM3KyEhQQEBAQ6fjjdt2lSHDx/Wnj177K/XX39dderU0caNG7Vnzx69+uqr8vLy0vPPP69du3Zpz549+u2331wO3ZLUp08f3X333apcubL9z2/FxcVp5syZkvIuM//88881cOBA+zLnz5/X0KFDNWTIEC1btkwffPCBXn75ZX399df2B5R54iFk7ijqE+/Fixfb7/F+88037dN/+OEHPfXUU1q/fr0efPBBde3aVQcOHHBYNjc3V4888oi8vb3l7e2t+Ph4+73+1apV04QJEyTlPZDvvvvu09/+9rdi/9ybr6+vBg0apDVr1ujvf/+7Xn/9dft95wAAuItPvAEAHjFixAi9+eabuv3224vsk/9U8yutXLnS/mTvsWPH2v+Ul5eXl2688UY9++yzDn8a63KVK1fWgAEDNHfuXH388cemxpz/p7kuXryopKQkjR071ukTvs+ePaunn35aixcv1tSpU+33UP/lL3+RJL344ouaPHmyXnnlFfXu3bvY7VeqVEm7du1SixYt1LJlS/v0nJwc7dmzRwsXLtT7778vSXr55Zc1cuRI1atXTxkZGZLyQuaAAQMUGhqqJk2a2D+VT0pKkiQdOnTI4d7pfJcuXXL68LPL5ebmysvLyx7gDcPQHXfcYX9z4I8//lDPnj0LXfbixYs6e/Zsgcv8c3Nz7dv/4YcftGLFCvsbF59//rmWLl2qBg0aaNy4cfL391fbtm01atQo/fOf/1SlSpX07LPPyt/fXxMnTpQkDR48WNOmTdPjjz+uu+++W88//7y+//573XbbbXr88cf18ccfa+bMmXr00UcdxjBw4ECnD067/AGBGRkZBf5UGgAALjMAAPiT2rp1qyHJkGRUq1bNeOihh4w//vijQL9Dhw4ZsbGxRlBQkDFo0CAjNTW1yHV+/PHHRkhIiDF27NgC88aPH2+89NJL9vbChQuNWrVqGf7+/ka1atWMwMBAo0qVKkbVqlWN0NBQ47nnnnNYPjc31z6ea665psgxPPvss4afn5/RpUsX4/jx4wXm9+/f3/jss88MwzCM4cOHG40aNTKaNGliNGnSxLjxxhuNm266yd6+/vrrjT179tiXbd26tfHrr7/a28uWLTMeffRRh/V/+eWXxqRJk4xu3bo57G++Fi1aGAkJCfbt9+zZ09i8ebMxffr0Qo9tUlKS8e9//9swDMNYtWqVERgYaOzdu9c+/8yZM0aXLl2MnJwcwzAM44svvjDWrl1rn79kyRKjY8eODusMDw+3j6E4ubm5RuXKlY20tDSX+gMAcCUvwzCMsg7/AACUlc8++0wNGzZUmzZt7A/autK5c+c0duxYPfzww7rllluKXeepU6d0/PjxAveBO2MYhgzDcOkJ7JLzT6qL+xTbalu3btXvv/+uW265pcA9955w+vRp088RsNlsJXpYHAAAnkDwBgAAAADAQjxcDQAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGyjnVq1apfvvv7/QeXPnztXTTz9dyiPKU7t2bVP9f/31Vw0ZMsRj2z9//rxuv/12XbhwwWPrBACgrDmr+66aPHmyEhMTi5w/fPhwfffdd0XOp8YDnkfwBlCsixcv6quvvnJrHbGxsXr11Vc9NCKpWrVqGjt2rF577TWPrRMAgKvBxIkT1aFDB5f6UuOB0kHwBlCs5ORkt4ryunXrdMMNN6hOnToeHJXUr18//fjjj8rOzvboegEA+LOgxgOlg+ANmGQYhkaNGqWOHTsqMjJSH3zwgX1efHy8brnlFnXu3Fl9+vTR/v37JUkHDhxQ7969NW/ePN1yyy1q2bKl7r77bp07d86+7EsvvaT27durU6dOGjJkiGw2m+mxzZs3Tx06dFCXLl1033336dSpU5LyLluLjY3V888/r6ioKN18882aP3++fbmcnBz94x//UJMmTdS5c2e98sorGj16tFatWqWkpCTdc889WrlypaKjo/Xxxx/bl/vmm2/Uo0cP3XzzzXr88ceLHNcnn3yiESNG2NsXLlzQqFGj1KZNG7Vr104vvviiwziffvppderUSS1bttSGDRv0zTffqGfPnmrevLlmzJjhsO4+ffpo2bJlpo8VAACuKC91PykpSUOHDrW3f/31VzVv3tzezs3NVYsWLSQ5XkpuGIYmTJigli1bqn379ho/frwMw7CvkxoPlA6CN2DSjz/+qDNnzmj9+vVau3atVqxYoZycHB08eFBTpkzRd999p59//lmvvvqqRo4caV9u27ZtSk5O1rp16/Tf//5XkZGRmjhxoiQpJSVFycnJSkxM1C+//KKgoCAtXLjQ1LgSExO1aNEi/fzzz1q9erX+9re/6dFHH7XPX7RokVq1aqW1a9fq+++/1/jx45Weni5Jevfdd5WWlqbdu3fr559/VnBwsJYvXy5Jateund5++2317NlTa9assRf98+fPa8OGDfrxxx+1efNmrV69WmvWrCl0bLt27VLLli3t7bffflvBwcHaunWrfR2//PKLJOnLL79Ut27d9Msvv2jq1KkaPXq01q9fr5UrV2rdunWaOnWqzp49a19X165d9fPPP5s6VgAAuKq81P3w8HBt377d3v7+++9VpUoVHT16VJK0fft2hYeHF1juww8/1IkTJ7R9+3Zt2LBBrVq10r///W9J1HigNBG8AZOys7NVqVIlSZKvr68+//xz+fj46Msvv9T//d//KTAwUJLUrFkz+fj46MiRI5KktLQ0hwehPfbYY1qyZIkkqU6dOpo3b568vLwkSb169dLWrVtNjeuTTz7Rww8/LF9fX0lSjx49tHXrVuXm5kqSqlSpooEDB0qS6tWrp7Zt22rPnj2SpI8++kgvv/yyvL3zfiQ8+OCDqly5stPt/fHHH/Z3wP38/NSvXz9t3ry5yP75+yZJH3/8sZ588klJkre3t5YsWaKIiAhJUnBwsO644w5JUu/evbV7926NGjVKklSjRg21bdtWe/futa+rQYMGOnz4sCuHCAAA08pL3ffx8VFoaKi95iUkJOihhx7S999/LynvE+WePXsWWO69997Tiy++aN/W0KFDVbduXafbosYDnkfwBkzq2bOnTpw4oVtvvVUffPCBsrKyJOXdI/X222+rW7du9texY8d08uRJSdL111+vqlWr2tfj7++va665RmfOnJGUF5x79eqlLl266Pnnn1daWpqpcSUnJ+uZZ55x2P6lS5d0+vRpSVLjxo0d+oeEhNjfVT5x4oSuv/56+zwvLy81a9bM6fauueYaXXPNNYWu70qXF2RJOn36tK677jp7Ozg4WH5+fpKkhg0bOixXo0YNNWjQwD6tRo0aDpfqBQYG2j+5BwDA08pT3e/atasSEhJ08eJFZWdnKyYmRitWrJCUF8QLC94pKSkKDQ11mEaNB0pfpbIeAFDR+Pv7a9WqVdqwYYMWLFigqKgo/fLLL/Lz89Ozzz6r++67r8AyBw4cKFCYpLz7ripVqqSvv/5aH3/8sRYuXKiQkBB99913+uyzz0yNy8/PTzNmzCjyKab5n4Tn8/Lyst/jlf/vlWNz5spPxC9fX3Hryv8UvjD5nypcvl4fH58it5Oenq6AgACnYwUAoKTKU93v1q2b3n//fV1//fXq1KmT6tWrp5SUFOXk5BQasPO36cq0y1HjAc/jE2+ghNq3b68333xTdevW1datW3XDDTc43HslyeHd4YMHDzo8mTMrK0tZWVkKDAzUjz/+qL/97W8KCQmRJB07dsz0eIrbvjPXXnutwzYNw9Du3btNj6EoVxbS4OBg+ycCUt7+ZmRklGjdR44cKfQXDQAAPKk81P3w8HDt2LFD33//vW6//XZJUuvWrbVo0aJC7++WpOuuu85++Xs+ajxQ+gjegEkvvviiPvroI0nSpUuXlJKSouuuu07333+/5s+fb3+i6cGDB9W7d29dunRJUl5heuWVV+zrmTp1qoYMGSIp757r/Putz507pzlz5pge1/DhwzV9+nT7peVbtmwp9F34wgwZMkQvvviivXC+9957Du9YV6tWzX5pXEk0b95cO3bssLfvu+8+vf7665LyjuEDDzyg5OTkEq37559/VnR0dInHBgCAM+Wp7vv4+CgkJETr16+33zfdq1cvvf7664VeZi7l/X7w8ssv29vz5s3TH3/8YW9T44HSQfAGTPr73/+uL7/8UlFRUerUqZOGDh2qhg0bqlatWnrrrbfUt29fdezYUX/96181e/Zs+2VVzZs3V5UqVRQZGalWrVrpyJEjeuaZZyRJDz30kNatW6eoqCgNGzZMY8eONT2u1q1ba9y4cYqOjtYtt9yiZ5991v6LQnHGjRun7OxsNWnSRF26dNHFixcVERGhmjVrSsp7h/3ixYuKiorSu+++a3ps//d//+fwS8X48eN18OBBtW7dWh07dlS/fv3Upk0b0+uVpG+//VZ9+vQp0bIAABSnvNX9Ll26KCQkxP5A1K5du2rr1q3q3r17of0ffvhhVapUSS1atFCHDh108OBBDRgwQBcuXJBEjQdKi5dR3E0eANx24MAB3X///Vq/fn1ZD6VQy5YtU/369dW6dWtJee/aDx8+XD/88IPDvVfu6Nevn2bNmqU6dep4ZH1S3ri3bdtm//MsAACUB+W97nsaNR4oHg9XA6DGjRvrkUceUUZGhipXrqzg4GB98MEHHgvdkjRt2jTFxsbqk08+8cj6zp8/r7ffflvffPONR9YHAABKhhoPFI9PvAEAAAAAsBD3eAMAAAAAYCGCNwAAAAAAFqpw93jn5ubq2LFjCggIkJeXV1kPBwAAGYahjIwM1a1b1/6kYZQctR4AUN64W+srXPA+duyYQkNDy3oYAAAUcPjwYdWvX7+sh1HhUesBAOVVSWt9hQveAQEBkvJ2ODAwsIxHAwCAlJ6ertDQUHuNgnuo9QCA8sbdWl/hgnf+JWeBgYEUYwBAucJl0Z5BrQcAlFclrfXciAYAAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhUwH74MHD6pPnz6Kjo5W+/bt9fXXXxfab9q0aWrXrp0iIyM1btw45ebm2uclJSUpKipKUVFR6t69u5KTk0u+BwAAwKOo9QAAeJbp4D148GA98cQTWrNmjZYvX65nnnlGBw8edOgTHx+vxMREbdiwQRs3bpS3t7dmzZolSbpw4YKGDx+uBQsWaO3atXrttdc0dOhQz+wNAABwG7UeAADPqmSmc2Zmppo0aaLu3btLkq699lrFxMTol19+0fXXX2/vN2fOHMXGxsrbOy/Xx8bGqm/fvho7dqxWrFih6OhohYWFSZLatm2rgIAA7dq1S82bN/fQbsEV3247pvX7Tqtjw2v1l9Z1y3o45ZqZY+Vq32EfbdDWw2fVJjRY80a099j2477ZqbW/n1LUTSGK63uz2/3M9g1/6Xudzbyo4KqVteX524rsFzV1pVLSslUnyF9rn+7pdJ0xb65WcuofurFmdS1/tIvTvq4ys30z+2/mvLrKzPl3dftWfE2bYWadVpx/fv4VjVrvYTsWSQfWSGHRUosBZT0a896Nkk7tlUIaSw+tNb/88qekfaukht2kmGmlv/2Xa0o5NsnHT3ou1fzy7o4/Luiy/6eZX97d/Z/eQko/KgXWkx7bYX75+QOkI0lS/XbSkEXml5fcP4buKuvvwbLef5QbpoJ31apV9eGHHzpMy8rKUrVq1RymbdmyReHh4fZ27dq1deLECeXm5mrz5s2KiIhw6B8REaFNmzYVWoxtNptsNpu9nZ6ebmbIKMK3247pHwu3yMfbSwsSD0kSv3wWwcyxcrXvsI82KGHvSUlSwt6TGvbRhiJDkpntx32zU3PXHZAk/Zb6R960QoKiq/3M9s0P3ZJ0NvOiwl/6vtDwHTV1pY6ey5YkHT2XraipK4sMvzFvrtbulAxJ0u6UDMW8udrt8GVm+2b238x5dZWZ8+/q9q34mrZqn6w4//z8c45a70E7FklfjZC8fKSkj/KmVaTw/W6UdOL/h7UTO/LaZsLf8qekxLyrIHRyT96/ZoKHu9vPD91S3r8v1zQXvt0d/+WhO79tJny7u//TW0hph/P+n3Y4r20mfM8fIP3+Q97/f/8hr202fLt7DN1V1t+DZb3/KFfcerhaRkaGVq5cqaioKIfpmZmZ8vPzc5gWHBysU6dOKSUlRbVq1XKYV7NmTaWkpBS6jSlTpigoKMj+Cg0NdWfI+P/W7zstH28v5eQa8vH20vp9p8t6SOWWmWPlat+th886bZd0+2t/P+W0bbaf2b75obuodr6UtGyn7csl//+wW1S7JMxs38z+mzmvrjJz/l3dvhVf02aYWacV55+ff+ZQ691wYE3eL/xGTt6/B9aU9YjMObXXebs4+1Y5b1u9/Ryb83Zx3B2/u9zd//SjztvFOZLkvO2Ksj6GZf09WNb7j3KlxMHbMAyNGjVKDz/8sK655poC867k6+srm82m7Oxs+fr6FjqvMBMmTFBaWpr9dfjw4ZIOGZfp2PBa+y+dObmGOja8tqyHVG6ZOVau9m0TGuy0XdLtR90U4rRttp/ZvsFVKztt56sT5O+0fbkba1Z32i4JM9s3s/9mzqurzJx/V7dvxde0GWbWacX55+ef66j1bgqL/t8v/EZOXrsiCWnsvF2cht2ct63evo+f83Zx3B2/u9zd/8B6ztvFqd/OedsVZX0My/p7sKz3H+WKqUvNL/fYY4+pRo0aeuSRRwrM8/LyKjDNZrOpSpUq8vf3L1B48+cVxs/Pr8A76nBf/mWV3ONYPDPHytW+80a0d/leXDPbz78Eurj7kV3tZ7bvludvc+ke77VP93T5Huvlj3bx+D2+ZrZvZv/NnFdXmTn/rm7fiq9pM8ys04rzz88/11Hr3ZR/SWtFvcf7obXu3WOcf0ltSe9vdXf7z6W6d4+3u+OPS3PvHm939/+xHe7d4z1kkfv3eLt7DN1V1t+DZb3/KFe8jMLesi7G5MmTtX37dn366af2h6pcrlGjRtq+fbtDgQ0NDdWhQ4c0adIkhYSEaMyYMfZ5Tz75pCIiIjRo0KBit52enq6goCClpaUpMDDQ7NABAPC4q7E2UesBAPgfd2uT6UvNV65cqWXLlunjjz8utBBLeU8v3bRpk729b98+3XDDDfLy8lK7du2UlOR4j0hiYqI6dOhgdigAAMAC1HoAADzLVPDOzc3V448/ro8//rjAvVuXGzlypF555RXl5ORIynvXfPTo0ZKknj17asOGDUpOTpYkrV69Wv7+/mrYsGFJ9wEAAHgItR4AAM8zdY/3xo0btW/fPg0bNsxh+qBBg5SWlqbw8HDFxMSoV69e2r59u9q3by9vb2/dfvvtGjJkiCSpcuXKmjdvnoYOHSpJql69uubMmeOh3QEAAO6g1gMA4Hkluse7LHHfFwCgvKE2eRbHEwBQ3pT6Pd4AAAAAAMB1BG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALFTJ7AI7d+7UXXfdpccff1xjxowpMP+2225TZmamw7TffvtNJ06c0IEDB9ShQwc1atTIPq9Vq1Z65513SjB0AABgBWo9AACeZSp4L1myRDNnzlSXLl2K7PP99987tOPj4/XDDz/Y2zExMZo7d665UQIAgFJBrQcAwPNMXWru5eWl+Ph41a9f3+VlXn31VcXGxpoeGAAAKH3UegAAPM/UJ979+vUztfIVK1aoZcuWql27tqnlLmez2WSz2ezt9PT0Eq8LAAA4R60HAMDzLH242vvvv69Ro0Y5TDt48KAGDx6sLl26aPDgwTpx4oTTdUyZMkVBQUH2V2hoqJVDBgAAJlDrAQAonmXB+/Tp0zpy5Ihatmxpn1a1alW1bNlSM2bM0OrVq3XnnXfq7rvvdrqeCRMmKC0tzf46fPiwVUMGAAAmUOsBAHCNZcF7yZIl6tu3r8O0mjVr6q233lJwcLAk6YEHHlB2drYOHDhQ5Hr8/PwUGBjo8AIAAGWPWg8AgGssC94JCQmKjo4utl9oaKhSU1OtGgYAALAItR4AANdYFrzXr1+vyMhIh2lr167Vtm3bHKYdOnSIe7kAAKiAqPUAALjGkuCdm5urrKws+fv7O0y32WyaOHGiLl26JElaunSpQkJCVKdOHSuGAQAALEKtBwDAdab+nFhMTIwyMjJ06NAh+fr6av78+Ro9erSOHDmi8PBwxcTESMp72Er+vV2X69Gjh7Zu3apOnTrJz89PtWvX1ieffOKZPQEAAG6j1gMA4HlehmEYZT0IM9LT0xUUFKS0tDQevgIAKBeoTZ7F8QQAlDfu1iZL/443AAAAAAB/dgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCpoP3zp071bhxY82aNavQ+XPnzlXjxo0VHR1tf82ePds+PykpSVFRUYqKilL37t2VnJxc8tEDAACPo9YDAOBZlcx0XrJkiWbOnKkuXbo47Tdx4kQNHz68wPQLFy5o+PDhWrp0qcLCwrRp0yYNHTpUa9euNTVoAABgDWo9AACeZ+oTby8vL8XHx6t+/fol2tiKFSsUHR2tsLAwSVLbtm0VEBCgXbt2lWh9AADAs6j1AAB4nqng3a9fP1WuXLnEG9u8ebMiIiIcpkVERGjTpk0lXicAAPAcaj0AAJ5nycPVEhIS1KdPH0VHR2vixIm6ePGiJCklJUW1atVy6FuzZk2lpKQUuS6bzab09HSHFwAAKFvUegAAXOfx4N2gQQO1aNFCS5YsUUJCgs6ePau4uDhJUnZ2tnx9fR36+/r6ymazFbm+KVOmKCgoyP4KDQ319JABAIAJ1HoAAMzxePDu0aOHnnjiCVWqVEk+Pj6aNm2aPv30U0mSv79/gcJrs9lUpUqVItc3YcIEpaWl2V+HDx/29JABAIAJ1HoAAMwx9VTzkggMDFR2drYkqW7dujp+/LjD/GPHjhW4F+xyfn5+8vPzs3SMAACg5Kj1AAA45/FPvOfPn+9wb1ZaWpqCgoIkSe3atVNSUpJD/8TERHXo0MHTwwAAABah1gMAYI7Hg/fevXs1Y8YMe/uf//ynhg4dKknq2bOnNmzYoOTkZEnS6tWr5e/vr4YNG3p6GAAAwCLUegAAzPEyDMNwtXNMTIwyMjJ06NAh+fr6qnbt2ho9erSOHDmi8PBwxcTEyGazacyYMdqzZ4+8vb11yy23aPLkyfY/TbJlyxY9/PDDkqTq1avro48+Ur169VwecHp6uoKCgpSWlqbAwECTuwsAgOddTbWJWg8AQEHu1iZTwbs8oBgDAMobapNncTwBAOWNu7XJkr/jDQAAAAAA8hC8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALCQ6eC9c+dONW7cWLNmzSp0vmEYeuaZZ9SxY0d17NhRY8eOlc1ms88PCgpSdHS0/XX33XeXfPQAAMDjqPUAAHhWJTOdlyxZopkzZ6pLly5F9pk9e7aOHz+udevWydvbW48++qjeeOMNPfXUU5Kk8PBwrVq1yq1BAwAAa1DrAQDwPFOfeHt5eSk+Pl7169cvss+xY8f05JNPyts7b9UjR47UTz/95N4oAQBAqaDWAwDgeaY+8e7Xr1+xfeLi4hzaWVlZqlatmqlBAQCAskGtBwDA80wF75KYN2+eevfubW+fPn1ao0eP1q+//qrg4GC9+uqratSoUZHL22w2h/vG0tPTLR0vAAAwh1oPAIBzlj7VfOnSpdq0aZOGDx9un9auXTvFxcUpISFBjz32mO68805duHChyHVMmTJFQUFB9ldoaKiVQwYAACZQ6wEAKJ5lwXvt2rV6+umntXjxYvn4+Ninz5kzR3Xr1pUkde3aVS1bttS6deuKXM+ECROUlpZmfx0+fNiqIQMAABOo9QAAuMaSS8137dqlUaNG6dtvv7UX3qKEhoYqNTW1yPl+fn7y8/Pz9BABAIAbqPUAALjO4594Z2VladCgQZo3b55uvPFGh3k7d+5UQkKCw7SDBw9ySRkAABUItR4AAHM8HrynT5+ugQMHKjIyssC8ypUra/z48crMzJQkbd68Wfv371f79u09PQwAAGARaj0AAOZ4GYZhuNo5JiZGGRkZOnTokHx9fVW7dm2NHj1aR44cUXh4uGJiYtSsWTNVrVpVVapUsS9Xo0YNLV26VJK0YMECvfnmm/L19VVAQIDeeustp086vVJ6erqCgoKUlpamwMBAE7sKAIA1rqbaRK0HAKAgd2uTqeBdHlCMAQDlDbXJszieAIDyxt3aZOmfEwMAAAAA4M+O4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhUwH7507d6px48aaNWtWkX2mTZumdu3aKTIyUuPGjVNubq59XlJSkqKiohQVFaXu3bsrOTm5ZCMHAACWoNYDAOBZpoL3kiVLNG7cOHXp0qXIPvHx8UpMTNSGDRu0ceNGeXt72wv3hQsXNHz4cC1YsEBr167Va6+9pqFDh7q3BwAAwGOo9QAAeF4lM529vLwUHx+vSZMmFdlnzpw5io2Nlbd3XqaPjY1V3759NXbsWK1YsULR0dEKCwuTJLVt21YBAQHatWuXmjdvXvK9QIl8u+2Y1u87rY4Nr9VfWtd12jfum51a+/spRd0Uori+N3tknWb6usrMOqOmrlRKWrbqBPlr7dM9S73vsI82aOvhs2oTGqx5I9o7Xaerx1+SYt5creTUP3Rjzepa/mjRvzi72s/s9l3dLzPrtOJr1czxt+Lr2oqvf8ATrrpav2ORdGCNFBYttRhQ+ttf/pS0b5XUsJsUM8388vMHSEeSpPrtpCGLSn/5d6OkU3ulkMbSQ2tLf/vTW0jpR6XAetJjO8wvP62hlHVaqnKt9NQ+88tPqidd/EOqXF165qj55V+uKeXYJB8/6blU88uX9fn3xPdPWX8PAuWEqeDdr1+/Yvts2bJF4eHh9nbt2rV14sQJ5ebmavPmzYqIiHDoHxERoU2bNhVZjG02m2w2m72dnp5uZsgowrfbjukfC7fIx9tLCxIPSVKRv/zHfbNTc9cdkCT9lvpH3rRCAo2ZdZrpa8U+RU1dqaPnsiVJR89lK2rqyiJDshV9h320QQl7T0qSEvae1LCPNhQZ/lw9/lJemN6dkiFJ2p2SoZg3Vxcaql3tZ3b7ru6XmXVa8bVq5vhb8XVtxdc/4ClXVa3fsUj6aoTk5SMlfZQ3rTR/8V/+lJT4/y/XP7kn718z4Xv+AOn3H/L+//sPeW0z4cnd5d+Nkk78/7B7Ykde20z4dnf701tIaYfz/p92OK9tJnznh24p799pDc2F7/zQLeX9O6meufCdH7qlvH9frmkufJf1+ffE909Zfw8C5YjHH66WmZkpPz8/h2nBwcE6deqUUlJSVKtWLYd5NWvWVEpKSpHrmzJlioKCguyv0NBQTw/5T2n9vtPy8fZSTq4hH28vrd93usi+a38/5bRdknWa6esqM+tMSct22ra679bDZ522L+fq8Zek5P8fNotqm+1ndvuu7peZdVrxtWrm+FvxdW3F1z9QmipMrT+wJu8XfiMn798DazyzXlftW+W8XZwjSc7bVi9/aq/zttXbTz/qvF2crNPO28W5+IfzdnFybM7bxSnr8++J75+y/h4EyhGPB2/DMApM8/X1lc1mU3Z2tnx9fQudV5QJEyYoLS3N/jp8+LCnh/yn1LHhtfZf+nNyDXVseG2RfaNuCnHaLsk6zfR1lZl11gnyd9q2um+b0GCn7cu5evwl6caa1Z22zfYzu31X98vMOq34WjVz/K34urbi6x8oTRWm1odF/+8XfiMnr12aGnZz3i5O/XbO21YvH9LYedvq7QfWc94uTpVrnbeLU7m683ZxfPyct4tT1uffE98/Zf09CJQjpi41d4WXl1eBaTabTVWqVJG/v3+Bwps/ryh+fn4F3lWH+/Iva3XlHtP8S3WLu2/WzDrN9HWVmXWufbqny/diW9F33oj2rt8L7eLxl6Tlj3Zx6d5tV/uZ3b6r+2VmnVZ8rZo5/lZ8XVvx9Q+UpgpT6/MvaS2r+0vzLysv6T3eQxa5d4+uu8s/tNa9e7zd3f5jO9y7x/upfe7d4/3MUffu8X4u1b17vMv6/Hvi+6esvweBcsTLKOxt62LExcWpdu3aGjNmTIF5jRo10vbt2x0KbGhoqA4dOqRJkyYpJCTEYbknn3xSERERGjRokEvbTk9PV1BQkNLS0hQYGGh26AAAeNzVWJuo9QAA/I+7tcnjl5q3bdtWmzZtsrf37dunG264QV5eXmrXrp2SkhzvL0lMTFSHDh08PQwAAGARaj0AAOZ4PHiPHDlSr7zyinJyciRJkydP1ujRoyVJPXv21IYNG5ScnCxJWr16tfz9/dWwYUNPDwMAAFiEWg8AgDmm7vGOiYlRRkaGDh06JF9fX82fP1+jR4/WkSNHFB4erpiYGPXq1Uvbt29X+/bt5e3trdtvv11DhgyRJFWuXFnz5s3T0KFDJUnVq1fXnDlzPL9XAACgRKj1AAB4Xonu8S5L3PcFAChvqE2exfEEAJQ35e4ebwAAAAAA8D8EbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsVMnsAidPntTIkSN16tQpXbp0SS+++KJiYmIc+tx2223KzMx0mPbbb7/pxIkTOnDggDp06KBGjRrZ57Vq1UrvvPNOCXcBAAB4ErUeAADPMh28x44dqxEjRqh///46e/asunXrprZt26pmzZr2Pt9//73DMvHx8frhhx/s7ZiYGM2dO7fkowYAAJah1gMA4FmmLjVPS0vT7t271b9/f0lScHCwBg0apK+++srpcq+++qpiY2NLPEgAAFA6qPUAAHieqeC9fft2tWrVymFaRESENm3aVOQyK1asUMuWLVW7du0SDdBmsyk9Pd3hBQAArEGtBwDA80wF75SUFNWqVcthWs2aNZWSklLkMu+//75GjRrlMO3gwYMaPHiwunTposGDB+vEiRNFLj9lyhQFBQXZX6GhoWaGDAAATKDWAwDgeaaCd3Z2tnx9fR2m+fr6ymazFdr/9OnTOnLkiFq2bGmfVrVqVbVs2VIzZszQ6tWrdeedd+ruu+8ucpsTJkxQWlqa/XX48GEzQwYAACZQ6wEA8DxTwdvf379A4bXZbKpSpUqh/ZcsWaK+ffs6TKtZs6beeustBQcHS5IeeOABZWdn68CBA4Wuw8/PT4GBgQ4vAABgDWo9AACeZyp4161bV8ePH3eYduzYMdWrV6/Q/gkJCYqOji52vaGhoUpNTTUzFAAAYAFqPQAAnmcqeLdp00bbtm1zmJaYmKgOHToU2n/9+vWKjIx0mLZ27doC6zh06BD3cwEAUA5Q6wEA8DxTwbt69eqKiIjQF198IUlKTU3V4sWLNXDgwAJ9c3NzlZWVJX9/f4fpNptNEydO1KVLlyRJS5cuVUhIiOrUqVPSfQAAAB5CrQcAwPMqmV3g7bff1ogRI/TGG2/IMAzNnDlTgYGBmjx5ssLDwxUTEyMp72Er+fd2Xa5Hjx7aunWrOnXqJD8/P9WuXVuffPKJ+3sCAAA8gloPAIBneRmGYZT1IMxIT09XUFCQ0tLSePgKAKBcoDZ5FscTAFDeuFubTF1qDgAAAAAAzCF4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAh08H75MmT6tu3r2655Ra1b99ey5cvL9Bn7ty5aty4saKjo+2v2bNn2+cnJSUpKipKUVFR6t69u5KTk93bCwAA4DHUegAAPKuS2QXGjh2rESNGqH///jp79qy6deumtm3bqmbNmg79Jk6cqOHDhxdY/sKFCxo+fLiWLl2qsLAwbdq0SUOHDtXatWtLvBMAAMBzqPUAAHiWqU+809LStHv3bvXv31+SFBwcrEGDBumrr75yeR0rVqxQdHS0wsLCJElt27ZVQECAdu3aZWYoAADAAtR6AAA8z1Tw3r59u1q1auUwLSIiQps2bXJ5HZs3b1ZERITL67DZbEpPT3d4AQAAa1DrAQDwPFPBOyUlRbVq1XKYVrNmTaWkpBTom5CQoD59+ig6OloTJ07UxYsXTa9DkqZMmaKgoCD7KzQ01MyQAQCACdR6AAA8z1Twzs7Olq+vr8M0X19f2Ww2h2kNGjRQixYttGTJEiUkJOjs2bOKi4sztY58EyZMUFpamv11+PBhM0MGAAAmUOsBAPA8Uw9X8/f3L1A0bTabqlSp4jCtR48e6tGjh709bdo0tW7dWpMmTXJ5Hfn8/Pzk5+dnZpgAAKCEqPUAAHieqU+869atq+PHjztMO3bsmOrVq+d0ucDAQGVnZ7u1DgAAYD1qPQAAnmcqeLdp00bbtm1zmJaYmKgOHTo4TJs/f77Dg1HS0tIUFBQkSWrXrp2SkpKKXQcAACh91HoAADzPVPCuXr26IiIi9MUXX0iSUlNTtXjxYg0cONCh3969ezVjxgx7+5///KeGDh0qSerZs6c2bNig5ORkSdLq1avl7++vhg0burUjAADAfdR6AAA8z8swDMPMAmfOnNGIESOUmpoqwzA0bdo0denSRZMnT1Z4eLhiYmJks9k0ZswY7dmzR97e3rrllls0efJkVa5cWZK0ZcsWPfzww5LyCvxHH33k8uVn6enpCgoKUlpamgIDA03uLgAAnne11SZqPQAAjtytTaaDd1mjGAMAyhtqk2dxPAEA5Y27tcnUpeYAAAAAAMAcgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYKFKZhc4efKkRo4cqVOnTunSpUt68cUXFRMT49DHMAw9++yzWrlypSQpIiJC06dPl5+fnyQpKChILVu2tPevWbOmvv76a3f2AwAAeAi1HgAAzzIdvMeOHasRI0aof//+Onv2rLp166a2bduqZs2a9j6zZ8/W8ePHtW7dOnl7e+vRRx/VG2+8oaeeekqSFB4erlWrVnlsJwAAgOdQ6wEA8CxTl5qnpaVp9+7d6t+/vyQpODhYgwYN0ldffeXQ79ixY3ryySfl7Z23+pEjR+qnn37yzIgBAIBlqPUAAHieqU+8t2/frlatWjlMi4iI0Oeff+4wLS4uzqGdlZWlatWqlWyEAACg1FDrAQDwPFPBOyUlRbVq1XKYVrNmTaWkpDhdbt68eerdu7e9ffr0aY0ePVq//vqrgoOD9eqrr6pRo0aFLmuz2WSz2ezt9PR0M0MGAAAmUOsBAPA8U5eaZ2dny9fX12Gar6+vQ7G80tKlS7Vp0yYNHz7cPq1du3aKi4tTQkKCHnvsMd155526cOFCoctPmTJFQUFB9ldoaKiZIQMAABOo9QAAeJ6p4O3v71+g8NpsNlWpUqXQ/mvXrtXTTz+txYsXy8fHxz59zpw5qlu3riSpa9euatmypdatW1foOiZMmKC0tDT76/Dhw2aGDAAATKDWAwDgeaYuNa9bt66OHz/uMO3YsWOqV69egb67du3SqFGj9O2339oLb1FCQ0OVmppa6Dw/Pz/7nyYBAADWotYDAOB5pj7xbtOmjbZt2+YwLTExUR06dHCYlpWVpUGDBmnevHm68cYbHebt3LlTCQkJDtMOHjzIZWUAAJQD1HoAADzPVPCuXr26IiIi9MUXX0iSUlNTtXjxYg0cONCh3/Tp0zVw4EBFRkYWWEflypU1fvx4ZWZmSpI2b96s/fv3q3379iXdBwAA4CHUegAAPM/LMAzDzAJnzpzRiBEjlJqaKsMwNG3aNHXp0kWTJ09WeHi4YmJi1KxZM1WtWtXhfrAaNWpo6dKlkqQFCxbozTfflK+vrwICAvTWW28V+aTTK6WnpysoKEhpaWkKDAw0M3QAACxxtdUmaj0AAI7crU2mg3dZoxgDAMobapNncTwBAOWNu7XJ1KXmAAAAAADAHII3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYyHbxPnjypvn376pZbblH79u21fPnyQvtNmzZN7dq1U2RkpMaNG6fc3Fz7vKSkJEVFRSkqKkrdu3dXcnJyyfcAAAB4FLUeAADPMh28x44dqxEjRmjdunX6z3/+o6efflqpqakOfeLj45WYmKgNGzZo48aN8vb21qxZsyRJFy5c0PDhw7VgwQKtXbtWr732moYOHeqZvQEAAG6j1gMA4FmVzHROS0vT7t271b9/f0lScHCwBg0apK+++kpjx46195szZ45iY2Pl7Z2X62NjY9W3b1+NHTtWK1asUHR0tMLCwiRJbdu2VUBAgHbt2qXmzZt7Zq9c9O22Y1q/77Q6NrxWf2ld12nfYR9t0NbDZ9UmNFjzRrT3yDpj3lyt5NQ/dGPN6lr+aBenfeO+2am1v59S1E0hiut7c5H9oqauVEpatuoE+Wvt0z09tv0mz8TLlmPIz8dLv07q7XY/yfVjKrl+XM3sv6vH1CxX12vmawUASsvVVusrvB2LpANrpLBoqcWAsh7Nn4+7x39aQynrtFTlWumpfeaXfzdKOrVXCmksPbTW/PLTW0jpR6XAetJjO8wvv/wpad8qqWE3KWaa+eUl6cVrJeOS5FVJeuG0+eXdPYbzB0hHkqT67aQhi0p/eXfPobvnwN2v4bJe3l1lvf3LmPrEe/v27WrVqpXDtIiICG3atMlh2pYtWxQeHm5v165dWydOnFBubq42b96siIiIYteRz2azKT093eHlCd9uO6Z/LNyizzYe1j8WbtG3244V2XfYRxuUsPek0rIuKWHvSQ37aIPb64x5c7V2p2ToQo6h3SkZinlzdZF9477ZqbnrDui31D80d90BxX2zs9B+UVNX6ui5bOUa0tFz2YqautIj288P05JkyzHU5Jl4t/pJrh9TyfXjamb/XT2mZrm6XjNfKwBQmq6mWl/h7VgkfTVC2jQv798dJfilHyXn7vHPD4xS3r/TGppb/t0o6cQOKedC3r/vRplbfnoLKe2wZOTm/Tu9hbnllz8lJc6STu7J+3f5U+aWl/4XuqW8f1+81tzy7h7D+QOk33+Qss/l/TvfZPByd3l3z6G758Ddr+GyXt5dZb39K5gK3ikpKapVq5bDtJo1ayolJcVhWmZmpvz8/BymBQcH69SpUy6vI9+UKVMUFBRkf4WGhpoZcpHW7zstH28v5eQa8vH20vp9Rb8Dt/XwWaftkqwzOfUPp+3Lrf39lNN2vpS0bKftkm4/P0wX1TbbT3L9mEquH1cz++/qMTXL1fWa+VoBgNJ0NdX6Cu/AGsnLRzJy8v49sKasR/Tn4u7xzzrtvF2cU3udt4uTftR5uzj7VjlvuyI/dBfVLo67x/BIkvO21cu7ew7dPQfufg2X9fLuKuvtX8FU8M7Ozpavr6/DNF9fX9lsNodphlEwcOX3c3Ud+SZMmKC0tDT76/Dhw2aGXKSODa+1h56cXEMdGxb9Dlyb0GCn7ZKs88aa1Z22Lxd1U4jTdr46Qf5O2yXdvp+Pl9O22X6S68dUcv24mtl/V4+pWa6u18zXCgCUpqup1ld4YdH/+4XRyMlro/S4e/yrXOu8XZyQxs7bxQms57xdnIbdnLdd4VXJebs47h7D+u2ct61e3t1z6O45cPdruKyXd1dZb/8Kpr76/f39CxRNm82mKlWqOEzz8ioYuPL7ubqOfH5+fgXeUfeE/HtqXbnHdt6I9i7dj2xmncsf7eLyPdb59wkXd9/w2qd7unyPs5nt/zqpt0v3brvaT3L9mEquH1cz++/qMTXL1fWa+VoBgNJ0NdX6Ci//fsRycn/in467x/+pfe7dn/zQWvfuD35sh3v3eOffT+zO/cUvnHbvHm93j+GQRe7do+3u8u6eQ3fPgbtfw2W9vLvKevtX8DIKe8u6CGvWrNGMGTP02Wef2actW7ZM33zzjd577z37tEaNGmn79u0OBTY0NFSHDh3SpEmTFBISojFjxtjnPfnkk4qIiNCgQYOKHUN6erqCgoKUlpamwMBAV4cOAIBlrqbaRK0HAKAgd2uTqUvN27Rpo23btjlMS0xMVIcOHRymtW3b1uEBKvv27dMNN9wgLy8vtWvXTklJScWuAwAAlD5qPQAAnmcqeFevXl0RERH64osvJEmpqalavHixBg4c6NBv5MiReuWVV5STkyNJmjx5skaPHi1J6tmzpzZs2KDk5GRJ0urVq+Xv76+GDU0+pRAAAHgctR4AAM8z+YQD6e2339aIESP0xhtvyDAMzZw5U4GBgZo8ebLCw8MVExOjXr16afv27Wrfvr28vb11++23a8iQIZKkypUra968eRo6dKikvAI/Z84cz+4VAAAoMWo9AACeZeoe7/KA+74AAOUNtcmzOJ4AgPKmVO/xBgAAAAAA5hC8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAAC1Uq6wGYlf9nx9PT08t4JAAA5MmvSfk1Cu6h1gMAyht3a32FC94ZGRmSpNDQ0DIeCQAAjjIyMhQUFFTWw6jwqPUAgPKqpLXey6hgb8/n5ubq2LFjCggIkJeXV1kPp4D09HSFhobq8OHDCgwMLOvheMzVuF9X4z5JV+d+sU8Vx9W4X67sk2EYysjIUN26deXtzV1c7vJkrb8avyZLE8fPPRw/93EM3cPxc8/lxy8gIMCtWl/hPvH29vZW/fr1y3oYxQoMDLwqv7ivxv26GvdJujr3i32qOK7G/Spun/ik23OsqPVX49dkaeL4uYfj5z6OoXs4fu7JP37u1HrelgcAAAAAwEIEbwAAAAAALETw9jA/Pz+98MIL8vPzK+uheNTVuF9X4z5JV+d+sU8Vx9W4X1fjPv2ZcP7cw/FzD8fPfRxD93D83OPJ41fhHq4GAAAAAEBFwifeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3h7Qu3dvPf300wWmz507V40bN1Z0dLT9NXv27DIYoeu6devmMN7o6GgdPXq0QL9p06apXbt2ioyM1Lhx45Sbm1sGo3WNK/tU0c5Vbm6uYmNj1b59e7Vu3VpTpkwptF9FOk+Sa/tVkc7VqlWrCnztNWnSRE8++aRDv9zcXD3++OOKjIxUu3btNHXq1DIasWtc3a+4uDi1bNnSod/SpUvLaNTFO3bsmO666y5FR0erU6dOWrBgQaH9Ktr31Z/FwYMH1adPH0VHR6t9+/b6+uuvC+3H+SucK8evIv38LW2bNm1Sjx497D8/fvzxxwJ9KtrP+tLkyvGraDWlrBSVSyR+/rnC0lxnwC1r1qwxatWqZTz11FMF5s2ZM8eYM2dO6Q/KDV27di22z7Jly4y77rrLyMnJMQzDMB577DFj5syZFo+s5FzZp4p2rqZPn2488sgjhmEYxsWLF43o6Ghj48aNDn0q2nkyDNf2q6Kdqyvdd999xtatWx2mzZgxw3j00UcNwzCMnJwcY8CAAcayZcvKYHQlV9h+vfDCC8ZPP/1UNgMqgd69e9uP+/nz542OHTsa27dvd+hTEb+v/iyioqKMH3/80TAMwzh16pTRtGlT48CBAw59OH9Fc+X4VfSfv1ax2WxGy5Ytjf379xuGYRgHDx40wsLCjPT0dId+V8PPeiu4evwqWk0pC85yCT//imd1ruMTbzdNmjRJjz76aFkPo1TNmTNHsbGx8vbO+/KJjY3V3Llzy3ZQfzKzZ89WXFycJKlSpUpavny52rVr59CnIp4nV/arItu5c6cuXbqk1q1bO0yfO3eu/d1Vb29vjR8/vtyfq8sVtV8ViWEY2rZtm3r37i1Jqlq1qu666y6tXLnSoV9F/L76M8jMzFSTJk3UvXt3SdK1116rmJgY/fLLLw79OH+Fc/X4oXCHDh3SgAEDFBYWJklq0KCB2rRpo507dzr0q+g/663i6vFD8ZzlEn7+Fc/qXEfwdsOKFSvUvHlz1alTp6yHUqq2bNmi8PBwe7t27do6ceIEl6uUklOnTsnX11fBwcH2adWrVy/Qr6KdJ1f3qyKbPHmyJk6c6DAtJydHqampql27tn1aeHi4Nm/eXNrDK7HC9qui8fLykpQXwPPZbDb5+vo69Kto31d/FlWrVtWHH37oMC0rK0vVqlVzmMb5K5yrxw+Fu+mmm/TCCy84TLt48aKqVq1qb18NP+ut4srxQ/GKyyX8/HOuNHIdwdsNU6dOLfIeinwJCQn2e6YmTpyoixcvltLoSu6ll15Sz5491aNHD8XHxxeYn5mZKT8/P4dpwcHBOnXqVGkN0bTi9kmqOOfq0KFDCg0N1ezZs9WrVy/16NFDy5YtK9Cvop0nV/dLqjjn6nJnzpzRgQMHFBER4TD99OnTuuaaaxym+fn5KTMzszSHV2JF7Ve+r7/+WnfccYeio6P12muvOQTb8mbgwIF66623JEknTpzQkiVL1L9/f4c+Fe376s8qIyNDK1euVFRUlMN0zp9rijp+UsX8+VvavvrqKxmGoVatWtmnVfSf9aWpsOOXryLVlNJWXC7h559zpZHrCN4l9O9//1sdO3ZUSEhIkX0aNGigFi1aaMmSJUpISNDZs2ftl9GWV127dtVtt92mlStXat68eXrssce0e/duhz6F/ZDz9fWVzWYrrWGa4so+VaRzdf78eW3cuFGVKlXSihUrNH/+fD3xxBPas2ePQ7+Kdp5c3a+KdK4ut2DBAt1///0FpmdnZxf4VFUq/PyVR0XtlyQ1bdpUbdu2VXx8vH744Qf9/PPP+uCDD0p5hK6Li4vTvHnz1LhxY91000169NFHVbduXYc+Fe376s/IMAyNGjVKDz/8cIGgw/krnrPjV1F//paWr776Si1atNBLL72kt99+22FeRf9ZXxqcHT+p4tWU0uRKLuHnX9FKLde5dYf4n1Rubq7RuXNn48yZM4Zh5N1sX9hN+FdKS0szwsLCrB6eR7311lvGCy+84DCtTp06Bfq1atXKOHnyZCmNyj2F7dOVyvO5+uWXX4ymTZs6THvrrbeMuLg4h2kV7Ty5ul9XKs/n6nKdO3c2jh07VmD6iRMnjNatWxeYXtj5K4+K2q/CbN++3aWHHZaVW2+91VixYoVhGIZx9uxZ49ZbbzUSExMd+lS076s/o0cffdT429/+Vug8zl/xnB2/K1WUn7+lbceOHUZ4eLhx/Phx+7SK/rO+NBV2/ApT3mtKaXE1l/Dzr3Clmev4xLsEPvvsM916660O96K6IjAwUNnZ2RaNyhqhoaFKTU11mFatWjVlZWU5TDtz5oyuvfba0hxaiRW2T1cqz+eqVq1aCggIcJjWoEEDHT9+3GFaRTtPru7XlcrzucqXlZWlU6dOFXrfUEhIiM6ePesw7fz58wWORXnkbL8K48r3XlnJf4jPrbfeKkmqUaOGxo4dq48//tihX0X7vvqzmTx5so4fP6533nmn0PmcP+eKO35Xqgg/f8vCzTffrAEDBuiLL76wT6vIP+tLW2HHrzDluaaUJldzCT//CleauY7gXQIJCQn67rvv1K1bN3Xr1k1Tp07Vp59+qr/+9a8O/ebPn6/09HR7Oy0tTUFBQaU9XJelp6dr/vz5DtMOHjyo0NBQh2lt27bVpk2b7O19+/bphhtusD+cqDxxdZ8q0rm6/vrrdebMGV24cME+7ejRo6pXr55Dv4p0niTX96sinat8GzduLPIeaG9vb9WtW1dHjhyxT0tMTFSHDh1Ka3gl5my/JOndd991uLStsO+98iInJ6fA94ZhGAUuzato31d/JitXrtSyZcv08ccf25/aeyXOX9FcOX4V8edvaYiPjy/0zQofHx/7/yvyz3qruXL8pIpVU0qTq7mEn3+FK9VcZ/rzeBRQ1CUJzz33nDFp0iR7e/z48Q7t8iYnJ8do3ry5sXfvXsMw8v6OZ6tWrYx9+/Y59Pv++++Nv/zlL8alS5cMwzCMkSNHGp988kmpj9cVru5TRTtXTzzxhDFlyhTDMAwjPT3dCA8PN3799VeHPhXpPOVzZb8q2rkyDMOYO3euMWHChCLnv//++8bYsWMNwzCMS5cuGbfffruxevXq0hpeiRW3X//3f/9nLFiwwDCMvP2677777O3yxmazGY0aNbL/LfILFy4Yd955p7F48WKHfhXx++rPICcnx2jVqpXx+++/O+3H+Sucq8evIv78LQ0HDhwwmjVrZqSmphqGYRhnzpwxWrVqZezZs8ehX0X9WW81V49fRaopZamoXMLPP9dYmev4xNvDJk+erOXLl0uSnnnmGf3222/q1KmT/cmgTz75ZFkOzylvb2998sknevDBBxUdHa1+/fpp6tSpuuGGGxz2q1evXuratavat2+vyMhI1a5dW0OGDCnj0RfO1X2qaOfq5Zdf1q5duxQREaFevXppwoQJaty4cYU9T/lc2a+Kdq4kKTU1tcADO/7xj39oy5YtkqQHH3xQVatWVWRkpDp27Ki//OUv6ty5c1kM1ZTi9mv69On66quvFBUVpejoaEVERGjQoEFlMdRi+fr66vPPP9fjjz+u6Ohode7cWV27dlX//v0r/PfVn8HGjRu1b98+DRs2TNHR0fbXzJkzOX8ucPX4VcSfv6Xh+uuv17Rp09S3b19FR0erd+/eev7559WkSZOr4me91Vw9fhWpppQX/Pxzj6d//nkZBo9TBAAAAADAKnziDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDZRzcXFxmjVrVqHzhg8fru+++66URyStWrVK999/v6ll5s6dq5kzZ3psDFu3btWoUaM8tj4AAMqas5rvqnvuuUcXLlwocn5YWJiys7MLnUd9B6xD8AbKwMaNG/X777+X9TBc9ttvvykpKanEy589e1aff/65HnroIY+NqU2bNgoICNDatWs9tk4AADyttGv+l19+KV9fX5f6Ut+B0kPwBsrAokWLKlTwXrlypVuF+d1339Xf/vY3eXt79kdObGysXn/9dY+uEwAATyrPNZ/6DpQegjdQQs2bN1dSUpK6du2qdu3aqWPHjtq+fbt9/u+//67bb79dUVFR6tq1q3744QdJ0ssvv6w5c+Zo/Pjxio6O1smTJ5WZman77rtPt9xyi9q1a6dXXnnF9HhycnI0fvx4tW/fXl26dNFTTz2lnJwcSXmXrn3++ecaNGiQOnbsqLZt22rLli32ZY8fP67evXurVatW6tq1q5YvX67GjRtLkmbPnq3JkyfrtddeU3R0tP773//al5s0aZKio6PVvHlzffrpp0WOLT4+Xn379rW3Dx8+rNtuu02RkZGKjIzUkiVL7ONcuHCh7rnnHkVGRqpbt246c+aMfTutWrVyeAe8du3aMgxDp06dMn28AABwVVnX/Ndee00fffSRvf3ee+9p7Nix9vbWrVv1wAMPSHK8lPzMmTMaOHCg2rRpow4dOuiTTz6xL0N9B0qZAaBEwsLCjOHDhxuZmZmGYRjGzz//bLRs2dLIzc01cnJyjE6dOhl79uwxDMMw0tLSjE6dOhmnT582DMMwhg0bZixfvty+rqVLlxrTp083DMMwbDabERERYSQnJxuGYRgvvPCC8e677xY6hsvXM23aNGPy5Mn2ec8//7zx3nvv2dcRERFh7N271zAMw1iyZInRuXNne98BAwYYs2fPNgzDMHJycoyxY8cagYGB9vlXjuGnn34y6tSpYyxatMgwDMM4dOiQUatWLeP8+fMFxnjq1Cmjf//+DtP69OljLFu2zDAMwzh58qTRoEEDw2azGS+88IIRGRlpHDp0yDAMwxg/frzRuXNn48svv7Qf4/bt2zus6/XXXzcWL15c6PEBAMATyrrmb9y40Rg2bJi9PWTIEKNPnz729vTp040PPvjAMAzDuP76642srCzDMAxj8ODBxty5cw3DMIzc3FxjzJgxRtWqVe3zqe9A6eETb6CEDMPQ8OHDVaVKFUlSdHS0atWqpS1btmjz5s0KCwtTkyZNJEmBgYG68847FR8fX+i67rzzTo0bN06S5Ovrq86dOzu8k+6K+fPn67HHHrO3R48erS+++MLe7tSpkxo1aiRJ6tu3r/bs2SNJOnfunLZt26YHH3xQkuTt7a3Y2Filp6c73d51112nu+++W5IUGhqqm2++udBL6Y4cOaLQ0FB7+8yZM9q/f7969+4tSQoJCdHGjRtVuXJlSXnHMb9///79dfDgQQ0cONA+78CBAw7rb9CggQ4fPlzM0QEAoOTKuuaHh4fb++Tk5CgtLU21atWy18SEhAT17NnTYZm0tDQlJSVp2LBhkiQvLy/FxcUpMzPT6bao74A1KpX1AICKrHnz5g7tJk2a6MCBA7p48aJ+/vlndevWzT4vIyPDHm6vlJWVpVdeeUU//fSTDMPQ/v37FR4ebmosBw4c0B133GFvG4ahSpX+9y2ef+m4lFd8q1SpIpvNpv379zvMk6Trr79eVatWdbq9m266yaEdEhKis2fPFuiXkZGhwMBAh3E2bNjQoU/NmjXt/7983jXXXKMGDRo49PX395fNZpOfn5+kvF9w8t9EAADAKmVZ8318fFSvXj0dOXJER44cUXh4uJo0aaLvv/9eDz74oI4cOaKwsDCHZfbv31+gVteqVUvXXHON021R3wFrELwBN3h5eTm0c3NzValSJXl7e6tPnz569913XVrPU089pSpVqug///mP/Pz89PTTT8swDFNjqVatmlatWlXk/CufcOrl5SXDMGQYRqEPRSlu+/nvYF+5visFBAQ4fHqev82iXP5mgZeXl3x8fJxuJz09XQEBAU7HCgCAu8q65nft2lWrV69WcnKybrvtNjVq1EgPP/yw2rdvX2hwL2qd1HegbHCpOeCGK9+J3bNnjxo1aqQbbrihwGVj586dK7Ig/fjjj3ryySft7/IeO3bM9Fhq166t3377zWFaYe9QX6lBgwbau3evw7T9+/crKyvL9BgKU79+fR05csTeDg0N1f79+x36/P777/YHwZl15aVuAABYoaxrfrdu3bRmzRolJiaqQ4cOqlmzptLS0vTzzz8XuMxcyrt67crfC44fP+7S7wauoL4D5hC8ATe8/fbbstlskvIKaW5urpo1a6bWrVsrKytLy5YtkyRlZ2fr3nvv1a+//iop79PpM2fO2NdTr149e0HftGmTVq9ebXosw4cP1/PPP6/c3FxJeU88/de//lXsciEhIWrYsKH9qaU5OTn617/+perVq9v7XDleM6699lqdOnXK/gtIzZo1VbNmTf3nP/+RJJ04cUJ33nmn6U/4861Zs0ZRUVElWhYAAFeVdc3Pv8+7evXq9k+PW7VqpU8//VQ9evQo0P+aa65Rs2bN7PU9NzdXkydPVnBwsL0P9R0oPQRvwA2DBw9Wly5d1LZtW02ZMkVz5861z1uwYIGmTZumtm3bqnv37ho9erSaNm0qSRoyZIhefPFF9ezZU8nJyZo2bZqeeOIJde7cWR9++KGGDBlieix///vfFRISoptvvlmdOnXS1q1b9fzzz7u07Lvvvqv33ntPbdq00a233qoBAwaobt269vl33XWXFixYoB49emjdunWmxxYTE6Nvv/3W3n7vvfc0adIktW/fXv369dPMmTMdLkFzVWpqqnJzcx3uIQMAwAplXfN9fHxUo0YNde/e3T6tV69eyszM1HXXXVfoMu+8847mz5+v8PBwRUVFqWfPnmrQoIEuXLggifoOlCYvo6RvQwF/cmFhYdqzZ4/8/f3Leihue+edd/TAAw+oRo0akqRly5Zp6dKlLt+vVpyzZ8/qgQce0LJlywq9n7ykYmNj1bdvX0VHR3tsnQAAXOlqqvmeRH0HXMcn3gAUFhamPn36qEuXLurRo4eWLVumV1991WPrDw4O1r333uuxIC9J27Zt07lz5yjKAACUEeo74Do+8QYAAAAAwEJ84g0AAAAAgIUI3gAAAAAAWMj8YwbLWG5uro4dO6aAgAB5eXmV9XAAAJBhGMrIyFDdunU9+oChPytqPQCgvHG31le44H3s2DGFhoaW9TAAACjg8OHDql+/flkPo8Kj1gMAyquS1voKF7wDAgIk5e1wYGBgGY8GAAApPT1doaGh9hoF91DrAQDljbu1vsIF7/xLzgIDAynGAIByhcuiPYNaDwAor0pa67kRDQAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALmQ7eBw8eVJ8+fRQdHa327dvr66+/LrTftGnT1K5dO0VGRmrcuHHKzc21z0tKSlJUVJSioqLUvXt3JScnl3wPAACAR1HrAQDwLNPBe/DgwXriiSe0Zs0aLV++XM8884wOHjzo0Cc+Pl6JiYnasGGDNm7cKG9vb82aNUuSdOHCBQ0fPlwLFizQ2rVr9dprr2no0KGe2RsAAOA2aj0AAJ5lKnhnZmaqSZMm6t69uyTp2muvVUxMjH755ReHfnPmzFFsbKy8vfNWHxsbq7lz50qSVqxYoejoaIWFhUmS2rZtq4CAAO3atcvNXQFQkX23/zu9/MvL+m7/dx5Z39TEqeq/pL+mJk51mD5mxRhFLYzSmBVjCixT1LwOCzqo5byW6rCgg8vbKWp6ScfW+bPOajmvpTp/1tnt/fH02Iri7JyW5HwXtYyz/SnJ2P7sqPUA8qXHxyslLk7p8fElXsfxSZOU3KePjk+aVCZjcHf53c2aaXfTZtrdrFmJlv+tRw/tbn6zfuvRo0TL/9qpk3Y3baZfO3Uqk+UPjRqlX9t30KFRo0q0/O7WrfOOX+vWZbJ9d5f3pEpmOletWlUffvihw7SsrCxVq1bNYdqWLVsUHh5ub9euXVsnTpxQbm6uNm/erIiICIf+ERER2rRpk5o3b15gmzabTTabzd5OT083M2QAFcB3+7/Tk6uflI+Xj77Y+4Uk6Y4b7ijx+qYmTtWCPQskSclpeZe3Pt3haY1ZMUZrj62VJK09tlZjVozRrF55n9AVNa/Dgg7KvJQpScq8lKkOCzoocXCi0+0UNb2kY+v8WWeds52TJJ2znVPnzzrr5/t/LtH+eHpsRXF2Tktyvotaxtn+lGRsoNYDyJMeH6+jjz8h+fjo3GefS5ICe/c2tY7jkybp7CfzJUkXfs/7GV37mWdKbQzuLr+7WTPJ+P8NI6/dbPdul5f/rUcPXTqWIkm6dCxFv/XooUY//ujy8r926qTcs+ckSblnz+nXTp3U5Io3Qa1c/tCoUTr/8xpJ0vmf1+jQqFFqMHu2y8vvbt1asl3Ia9guaHfr1mq2bVupbd/d5T3NrYerZWRkaOXKlYqKinKYnpmZKT8/P4dpwcHBOnXqlFJSUlSrVi2HeTVr1lRKSkqh25gyZYqCgoLsr9DQUHeGDKAc2nh8o3y8fJRj5MjHy0cbj290a33rU9YX2v7vqf86TL+8XdS8/NCd7/J2UdspanpJx5Yfuq9sl2R/PD22ojg7pyU530Ut42x/SjI2FEStB/6czm/YIPn4SDk5ko9PXtvsOq4IeVe2rR6D2/tgFNMuxqXjJ5y2i5MfmotqW7181rbtTtvFyg/dRbUt3r7b4/ewEgdvwzA0atQoPfzww7rmmmsKzLuSr6+vbDabsrOz5evrW+i8wkyYMEFpaWn21+HDh0s6ZADlVGTtSHsIyjFyFFk70q31dazTsdB2y5CWDtMvbxc1r2qlqg7TL28XtZ2ippd0bDX8ajjMy2+XZH88PbaiODunJTnfRS3jbH9KMjY4otYDf17V2re3B1bl5OS1za7jisubr2xbPQa398GrmHYxKtWu5bRdHO/gGk7bVi9fpXUrp+1i+fk6b1u8fbfH72GmLjW/3GOPPaYaNWrokUceKTDPy6vgV6XNZlOVKlXk7+9foPDmzyuMn59fgXfUAVxd8i/z3Xh8oyJrR7p92W/+pcbrU9arY52O9vasXrM0ZsUY/ffUf9UypKXD5dJFzUscnGi/3Lxqpar2y8ydbaeo6SUd28/3/2y/3LyGXw39fP/PJd4fT4+tKM7OaUnOd1HLONufkowNjqj1wJ9X/iXZ5zdsULX27U1fZi7977Ly87/8omqdOpm6zNwTY3B3+Wa7d//vcnMvmbrMXJIa/fhj3uXmx0+oUu1api4zl6Qmv/xiv1zcO7iGqcvEPbF8g9mzdWjUKGVt264qrVuZvky72bZt/7vc3M/X1GXmnti+u8t7mpdR2FvWxZg8ebK2b9+uTz/91P5Qlcs1atRI27dvdyiwoaGhOnTokCZNmqSQkBCNGfO/B/Q8+eSTioiI0KBBg4rddnp6uoKCgpSWlqbAwECzQwcAwOOuxtpErQcA4H/crU2mLzVfuXKlli1bpo8//rjQQizlPb1006ZN9va+fft0ww03yMvLS+3atVNSUpJD/8TERHXoUPBpwQAAoPRR6wEA8CxTwTs3N1ePP/64Pv744wL3bl1u5MiReuWVV5STkyMp713z0aNHS5J69uypDRs2KDk578mGq1evlr+/vxo2bFjSfQAAAB5CrQcAwPNM3eO9ceNG7du3T8OGDXOYPmjQIKWlpSk8PFwxMTHq1auXtm/frvbt28vb21u33367hgwZIkmqXLmy5s2bp6FDh0qSqlevrjlz5nhodwAAgDuo9QAAeF6J7vEuS9z3BQAob6hNnsXxBACUN6V+jzcAAAAAAHAdwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAAC1Uyu8DOnTt111136fHHH9eYMWMKzL/tttuUmZnpMO23337TiRMndODAAXXo0EGNGjWyz2vVqpXeeeedEgwdAABYgVoPAIBnmQreS5Ys0cyZM9WlS5ci+3z//fcO7fj4eP3www/2dkxMjObOnWtulAAAoFRQ6wEA8DxTl5p7eXkpPj5e9evXd3mZV199VbGxsaYHBgAASh+1HgAAzzP1iXe/fv1MrXzFihVq2bKlateubWq5y9lsNtlsNns7PT29xOsCAADOUesBAPA8Sx+u9v7772vUqFEO0w4ePKjBgwerS5cuGjx4sE6cOOF0HVOmTFFQUJD9FRoaauWQAQCACdR6AACKZ1nwPn36tI4cOaKWLVvap1WtWlUtW7bUjBkztHr1at155526++67na5nwoQJSktLs78OHz5s1ZABAIAJ1HoAAFxjWfBesmSJ+vbt6zCtZs2aeuuttxQcHCxJeuCBB5Sdna0DBw4UuR4/Pz8FBgY6vAAAQNmj1gMA4BrLgndCQoKio6OL7RcaGqrU1FSrhgEAACxCrQcAwDWWBe/169crMjLSYdratWu1bds2h2mHDh3iXi4AACogaj0AAK6xJHjn5uYqKytL/v7+DtNtNpsmTpyoS5cuSZKWLl2qkJAQ1alTx4phAAAAi1DrAQBwnak/JxYTE6OMjAwdOnRIvr6+mj9/vkaPHq0jR44oPDxcMTExkvIetpJ/b9flevTooa1bt6pTp07y8/NT7dq19cknn3hmTwAAgNuo9QAAeJ6XYRhGWQ/CjPT0dAUFBSktLY2HrwAAygVqk2dxPAEA5Y27tcnSv+MNAAAAAMCfHcEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALCQ6eC9c+dONW7cWLNmzSp0/ty5c9W4cWNFR0fbX7Nnz7bPT0pKUlRUlKKiotS9e3clJyeXfPQAAMDjqPUAAHhWJTOdlyxZopkzZ6pLly5O+02cOFHDhw8vMP3ChQsaPny4li5dqrCwMG3atElDhw7V2rVrTQ0aAABYg1oPAIDnmfrE28vLS/Hx8apfv36JNrZixQpFR0crLCxMktS2bVsFBARo165dJVofAADwLGo9AACeZyp49+vXT5UrVy7xxjZv3qyIiAiHaREREdq0aVOJ1wkAADyHWg8AgOdZ8nC1hIQE9enTR9HR0Zo4caIuXrwoSUpJSVGtWrUc+tasWVMpKSlFrstmsyk9Pd3hBQAAyha1HgAA13k8eDdo0EAtWrTQkiVLlJCQoLNnzyouLk6SlJ2dLV9fX4f+vr6+stlsRa5vypQpCgoKsr9CQ0M9PWQAAGACtR4AAHM8Hrx79OihJ554QpUqVZKPj4+mTZumTz/9VJLk7+9foPDabDZVqVKlyPVNmDBBaWlp9tfhw4c9PWQAAGACtR4AAHNMPdW8JAIDA5WdnS1Jqlu3ro4fP+4w/9ixYwXuBbucn5+f/Pz8LB0jAAAoOWo9AADOefwT7/nz5zvcm5WWlqagoCBJUrt27ZSUlOTQPzExUR06dPD0MAAAgEWo9QAAmOPx4L13717NmDHD3v7nP/+poUOHSpJ69uypDRs2KDk5WZK0evVq+fv7q2HDhp4eBgAAsAi1HgAAc7wMwzBc7RwTE6OMjAwdOnRIvr6+ql27tkaPHq0jR44oPDxcMTExstlsGjNmjPbs2SNvb2/dcsstmjx5sv1Pk2zZskUPP/ywJKl69er66KOPVK9ePZcHnJ6erqCgIKWlpSkwMNDk7gIA4HlXU22i1gMAUJC7tclU8C4PKMYAgPKG2uRZHE8AQHnjbm2y5O94AwAAAACAPARvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxkOnjv3LlTjRs31qxZswqdbxiGnnnmGXXs2FEdO3bU2LFjZbPZ7PODgoIUHR1tf919990lHz0AAPA4aj0AAJ5VyUznJUuWaObMmerSpUuRfWbPnq3jx49r3bp18vb21qOPPqo33nhDTz31lCQpPDxcq1atcmvQAADAGtR6AAA8z9Qn3l5eXoqPj1f9+vWL7HPs2DE9+eST8vbOW/XIkSP1008/uTdKAABQKqj1AAB4nqlPvPv161dsn7i4OId2VlaWqlWrZmpQAACgbFDrAQDwPFPBuyTmzZun3r1729unT5/W6NGj9euvvyo4OFivvvqqGjVqVOTyNpvN4b6x9PR0S8cLAADModYDAOCcpU81X7p0qTZt2qThw4fbp7Vr105xcXFKSEjQY489pjvvvFMXLlwoch1TpkxRUFCQ/RUaGmrlkAEAgAnUegAAimdZ8F67dq2efvppLV68WD4+Pvbpc+bMUd26dSVJXbt2VcuWLbVu3boi1zNhwgSlpaXZX4cPH7ZqyAAAwARqPQAArrHkUvNdu3Zp1KhR+vbbb+2FtyihoaFKTU0tcr6fn5/8/Pw8PUQAAOAGaj0AAK7z+CfeWVlZGjRokObNm6cbb7zRYd7OnTuVkJDgMO3gwYNcUgYAQAVCrQcAwByPB+/p06dr4MCBioyMLDCvcuXKGj9+vDIzMyVJmzdv1v79+9W+fXtPDwMAAFiEWg8AgDlehmEYrnaOiYlRRkaGDh06JF9fX9WuXVujR4/WkSNHFB4erpiYGDVr1kxVq1ZVlSpV7MvVqFFDS5culSQtWLBAb775pnx9fRUQEKC33nrL6ZNOr5Senq6goCClpaUpMDDQxK4CAGCNq6k2UesBACjI3dpkKniXBxRjAEB5Q23yLI4nAKC8cbc2WfrnxAAAAAAA+LMjeAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIdPBe+fOnWrcuLFmzZpVZJ9p06apXbt2ioyM1Lhx45Sbm2ufl5SUpKioKEVFRal79+5KTk4u2cgBAIAlqPUAAHiWqeC9ZMkSjRs3Tl26dCmyT3x8vBITE7VhwwZt3LhR3t7e9sJ94cIFDR8+XAsWLNDatWv12muvaejQoe7tAQAA8BhqPQAAnmcqeHt5eSk+Pl7169cvss+cOXMUGxsrb++8VcfGxmru3LmSpBUrVig6OlphYWGSpLZt2yogIEC7du0q2egBD/hu/3d6+ZeX9d3+7zyyvqmJU9V/SX9NTZzq9jLOxlbUPGfLjFkxRlELozRmxRiH6bd9dZtaz2ut2766zeVlBnwzQBGfRGjANwNc3h9ny3VY0EEt57VUhwUdPDLuosbgbGwlOabA1YZaD/zPnrZttbtpM+1p27ZEyx8aNUq/tu+gQ6NGlWj533r00O7mN+u3Hj1KtPzups3sr5Jwd/8laXfz5nljaN68RMu7ewzT4+OVEhen9Pj4MlkeyFfJTOd+/foV22fLli0KDw+3t2vXrq0TJ04oNzdXmzdvVkREhEP/iIgIbdq0Sc2L+Ga02Wyy2Wz2dnp6upkhA059t/87Pbn6Sfl4+eiLvV9Iku644Y4Sr29q4lQt2LNAkpSclndp5dMdni7RMs7GVtQ8Z8uMWTFGa4+tlSStPbZWY1aM0axes3TbV7cp5XyKJCnlfIpu++o2fT/we6fLDPhmgPae3StJ2nt2rwZ8M0CL+i4q9hgUtVyHBR2UeSlTkpR5KVMdFnRQ4uDEEo+7qDE4G1tJjilwNaLWA3n2tG0r43xebTLOZ2pP27ZqummTy8sfGjVK539eI0k6//MaHRo1Sg1mz3Z5+d969NClY3l17tKxFP3Wo4ca/fijy8tfGbZ3N22mZnt2u7y8u/sv5YVu5Rp5jVxDu5s3VzMTb8K5ewzT4+N19PEnJB8fnfvsc0lSYO/epbY8cDmPP1wtMzNTfn5+DtOCg4N16tQppaSkqFatWv+vvfsPjqq6/z/+SgKbEEJiqpPEYPiALf6oJpINSRAyiMEfjTo0LemPqMOHhpE66KioINDOiH40gNZqFS1TWgMWbKXR2IpgS6GEKdQAQYliqA7yS8kPYvhuGEkWSO73j0zWXJJN9mb35gbyfMzsjOfce27eezyZs6/s3cV0LCEhQTU1NX6vt2TJEsXFxfkeKSkpoS4Zg9iu2l2KCItQq9GqiLAI7ardFdT13q95v8e2lTE91ebvWE9jPmr4yPRzOtp1X9eZ+ju3/Y056Dlo6u/c7mkO/I3rCN0dOrf7Ure/GnqqrS9zCgxW7PUYDDpCp792b5r3VvXY7s3Z2roe23YL9vlL+iZ0+2v3Itg5/HrnTikiQmptlSIi2tv9OB7oLOTB2zC6/kK5XC55vV61tLTI5XJ1e8yfhQsXyuPx+B5Hjx4NdckYxDKTMn2BqtVoVWZSZlDXm3DphB7bVsb0VJu/Yz2NSb0k1fRzOtqJw80vkDu3/Y0ZEzfG1N+53dMc+BsXPSTa1N+53Ze6/dXQU219mVNgsGKvx2AQNjy6x3Zvhl2X1mO7N0OSEnts2y3Y5y9JCg/rud2LYOdweFaWLzSrtbW93Y/jgc4s3WoeiLCwrr9QXq9Xw4YNU1RUVJeNt+OYP5GRkV3+qg6ESsctw7tqdykzKTPoW4g7blt+v+Z9Tbh0Qq+3mfc0pqfa/B3racyKm1fo3k336qOGj5R6SapW3Nz+RUj/KPiHbim9RXVf1ylxeKLvdu2exrw57U1N/9t0HfQc1Ji4Mb7bzHubA3/jKu6q8N1uHj0k2nebeV/r9ldDT7X1ZU6BwYq9HoPBVZWVvtutw4ZHW77NetTKlTpyzz1q3lulYdelWbpFWpLGbtnSfrt5bZ2GJCVaus1ckq7eX2263dzKbeZS8M9fkq7+5JNvbjcPD7N0m7kU/Bx23Bb+9c6dGp6VZfk28WDHA52FGd392boXixcvVlJSku69994ux8aOHauqqirTBpuSkqIjR47o6aef1iWXXGIaN2/ePLndbhUWFgb0s5uamhQXFyePx6PY2FirpQMAEHIX4t7EXg8AwDeC3ZtCfqt5RkaGKjv9Rezzzz/XmDFjFBYWpvHjx2v37t2m8ysqKpSd3fVbjAEAwMDEXg8AgDUhD96zZs3SM888o9bWVklScXGxZs+eLUmaOnWqdu7cqQMH2r9NeNu2bYqKitLll18e6jIAAIBN2OsBALDG0me88/LydPLkSR05ckQul0tr1qzR7Nmz9cUXXyg9PV15eXm6+eabVVVVpaysLIWHh+vWW2/V3XffLUkaOnSoVq9erRkzZkiSYmJiVFJSEvpnBQAA+oS9HgCA0OvTZ7ydxOe+AAADDXtTaDGfAICBZsB9xhsAAAAAAHyD4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjYZYHXD8+HHNmjVLDQ0NOnv2rJ544gnl5eWZzrnlllt06tQpU99nn32muro6HTp0SNnZ2Ro7dqzvWFpaml555ZU+PgUAABBK7PUAAISW5eA9Z84cFRUVKT8/XydOnNCUKVOUkZGhhIQE3zn/+Mc/TGM2bNigf/7zn752Xl6eVq1a1feqAQCAbdjrAQAILUu3mns8HlVXVys/P1+SFB8fr8LCQpWWlvY47tlnn9X8+fP7XCQAAOgf7PUAAISepeBdVVWltLQ0U5/b7VZlZaXfMZs2bVJqaqqSkpL6VKDX61VTU5PpAQAA7MFeDwBA6FkK3jU1NUpMTDT1JSQkqKamxu+Y3/3ud7rnnntMfYcPH9Zdd92lyZMn66677lJdXZ3f8UuWLFFcXJzvkZKSYqVkAABgAXs9AAChZyl4t7S0yOVymfpcLpe8Xm+353/11Vf64osvlJqa6uuLjo5Wamqqli9frm3btun222/XD3/4Q78/c+HChfJ4PL7H0aNHrZQMAAAsYK8HACD0LAXvqKioLhuv1+vVsGHDuj3/7bff1rRp00x9CQkJevHFFxUfHy9JuvPOO9XS0qJDhw51e43IyEjFxsaaHgAAwB7s9QAAhJ6l4J2cnKza2lpT37FjxzRy5Mhuzy8vL1dOTk6v101JSVF9fb2VUgAAgA3Y6wEACD1LwXvcuHHau3evqa+iokLZ2dndnv/+++8rMzPT1Ld9+/Yu1zhy5Aif5wIAYABgrwcAIPQsBe+YmBi53W6tW7dOklRfX6+ysjIVFBR0ObetrU3Nzc2Kiooy9Xu9Xi1atEhnz56VJK1fv16XXHKJLr300r4+BwAAECLs9QAAhN4QqwNeeuklFRUV6YUXXpBhGHr55ZcVGxur4uJipaenKy8vT1L7l610fLars9zcXH344Ye6/vrrFRkZqaSkJP3xj38M/pkAAICQYK8HACC0wgzDMJwuwoqmpibFxcXJ4/Hw5SsAgAGBvSm0mE8AwEAT7N5k6VZzAAAAAABgDcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABsRvAEAAAAAsBHBGwAAAAAAGxG8AQAAAACwEcEbAAAAAAAbEbwBAAAAALARwRsAAAAAABtZDt7Hjx/XtGnTNHHiRGVlZWnjxo1dzlm1apWuuOIK5eTk+B4rV670Hd+9e7cmTZqkSZMm6cYbb9SBAweCexYAACBk2OsBAAitIVYHzJkzR0VFRcrPz9eJEyc0ZcoUZWRkKCEhwXTeokWLNHPmzC7jT58+rZkzZ2r9+vUaPXq0KisrNWPGDG3fvr3PTwIAAIQOez0AAKFl6R1vj8ej6upq5efnS5Li4+NVWFio0tLSgK+xadMm5eTkaPTo0ZKkjIwMjRgxQp988omVUgAAgA3Y6wEACD1LwbuqqkppaWmmPrfbrcrKyoCvsWfPHrnd7oCv4fV61dTUZHoAAAB7sNcDABB6loJ3TU2NEhMTTX0JCQmqqanpcm55ebnuuOMO5eTkaNGiRTpz5ozla0jSkiVLFBcX53ukpKRYKRkAAFjAXg8AQOhZCt4tLS1yuVymPpfLJa/Xa+obNWqUrr32Wr399tsqLy/XiRMntHjxYkvX6LBw4UJ5PB7f4+jRo1ZKBgAAFrDXAwAQepa+XC0qKqrLpun1ejVs2DBTX25urnJzc33tZcuW6brrrtPTTz8d8DU6REZGKjIy0kqZAACgj9jrAQAIPUvveCcnJ6u2ttbUd+zYMY0cObLHcbGxsWppaQnqGgAAwH7s9QAAhJ6l4D1u3Djt3bvX1FdRUaHs7GxT35o1a0xfjOLxeBQXFydJGj9+vHbv3t3rNQAAQP9jrwcAIPQsBe+YmBi53W6tW7dOklRfX6+ysjIVFBSYzvv000+1fPlyX/upp57SjBkzJElTp07Vzp07deDAAUnStm3bFBUVpcsvvzyoJwIAAILHXg8AQOiFGYZhWBnQ2NiooqIi1dfXyzAMLVu2TJMnT1ZxcbHS09OVl5cnr9ere++9V/v371d4eLgmTpyo4uJiDR06VJL0wQcf6P7775fUvsG/+uqrAd9+1tTUpLi4OHk8HsXGxlp8ugAAhN6Ftjex1wMAYBbs3mQ5eDuNzRgAMNCwN4UW8wkAGGiC3Zss3WoOAAAAAACsIXgDAAAAAGAjgjcAAAAAADYieAMAAAAAYCOCNwAAAAAANiJ4AwAAAABgI4I3AAAAAAA2IngDAAAAAGAjgjcAAAAAADYieAMAAAAAYCOCNwAAAAAANiJ4AwAAAABgI4I3AAAAAAA2IngDAAAAAGAjgjcAAAAAADYieAMAAAAAYCOCNwAAAAAANiJ4AwAAAABgI4I3AAAAAAA2IngDAAAAAGAjgjcAAAAAADYieAMAAAAAYCOCNwAAAAAANiJ4AwAAAABgI4I3AAAAAAA2IngDAAAAAGAjgjcAAAAAADYaYnXA8ePHNWvWLDU0NOjs2bN64oknlJeXZzrHMAz98pe/1ObNmyVJbrdbzz//vCIjIyVJcXFxSk1N9Z2fkJCgt956K5jnAQAAQoS9HgCA0LIcvOfMmaOioiLl5+frxIkTmjJlijIyMpSQkOA7Z+XKlaqtrdWOHTsUHh6uBx98UC+88IIee+wxSVJ6erq2bt0asicBAABCh70eAIDQsnSrucfjUXV1tfLz8yVJ8fHxKiwsVGlpqem8Y8eOad68eQoPb7/8rFmz9K9//Ss0FQMAANuw1wMAEHqW3vGuqqpSWlqaqc/tduuNN94w9S1evNjUbm5u1vDhw/tWIQAA6Dfs9QAAhJ6l4F1TU6PExERTX0JCgmpqanoct3r1at12222+9ldffaXZs2frv//9r+Lj4/Xss89q7Nix3Y71er3yer2+dlNTk5WSAQCABez1AACEnqVbzVtaWuRyuUx9LpfLtFmea/369aqsrNTMmTN9fePHj9fixYtVXl6uuXPn6vbbb9fp06e7Hb9kyRLFxcX5HikpKVZKBgAAFrDXAwAQepaCd1RUVJeN1+v1atiwYd2ev337di1YsEBlZWWKiIjw9ZeUlCg5OVmSdMMNNyg1NVU7duzo9hoLFy6Ux+PxPY4ePWqlZAAAYAF7PQAAoWfpVvPk5GTV1taa+o4dO6aRI0d2OfeTTz7RPffco3feece38fqTkpKi+vr6bo9FRkb6/mkSAABgL/Z6AABCz9I73uPGjdPevXtNfRUVFcrOzjb1NTc3q7CwUKtXr9a3v/1t07F9+/apvLzc1Hf48GFuKwMAYABgrwcAIPQsBe+YmBi53W6tW7dOklRfX6+ysjIVFBSYznv++edVUFCgzMzMLtcYOnSoHn30UZ06dUqStGfPHh08eFBZWVl9fQ4AACBE2OsBAAi9MMMwDCsDGhsbVVRUpPr6ehmGoWXLlmny5MkqLi5Wenq68vLydPXVVys6Otr0ebCLLrpI69evlyStXbtWv/nNb+RyuTRixAi9+OKLfr/p9FxNTU2Ki4uTx+NRbGysldIBALDFhbY3sdcDAGAW7N5kOXg7jc0YADDQsDeFFvMJABhogt2bLN1qDgAAAAAArCF4AwAAAABgI4I3AAAAAAA2IngDAAAAAGAjgjcAAAAAADYieAMAAAAAYCOCNwAAAAAANiJ4AwAAAABgI4I3AAAAAAA2IngDAAAAAGAjgjcAAAAAADYieAMAAAAAYCOCNwAAAAAANiJ4AwAAAABgI4I3AAAAAAA2IngDAAAAAGAjgjcAAAAAADYieAMAAAAAYCOCNwAAAAAANiJ4AwAAAABgI4I3AAAAAAA2IngDAAAAAGAjgjcAAAAAADYieAMAAAAAYCOCNwAAAAAANiJ4AwAAAABgI4I3AAAAAAA2IngDAAAAAGAjy8H7+PHjmjZtmiZOnKisrCxt3Lix2/OWLVum8ePHKzMzUw899JDa2tp8x3bv3q1JkyZp0qRJuvHGG3XgwIG+PwMAABBS7PUAAISW5eA9Z84cFRUVaceOHfr73/+uBQsWqL6+3nTOhg0bVFFRoZ07d2rXrl0KDw/XihUrJEmnT5/WzJkztXbtWm3fvl2/+tWvNGPGjNA8GwAAEDT2egAAQstS8PZ4PKqurlZ+fr4kKT4+XoWFhSotLTWdV1JSovnz5ys8vP3y8+fP16pVqyRJmzZtUk5OjkaPHi1JysjI0IgRI/TJJ58E90z64L2D7+n//vN/eu/gewEfW1qxVPlv52tpxdIuY7LXZit1daqy12ab+lNXp/oe5/J3zN+1JGn636bL/Ue3pv9tekDPs7e6AQDocKHt9Z/l5qr6u9fos9zcPo2vvupq36Mv9mdkqPqqq7U/I8OR8U0bNqhm8WI1bdjgyHgAQDtLwbuqqkppaWmmPrfbrcrKSlPfBx98oPT0dF87KSlJdXV1amtr0549e+R2u3u9Rgev16umpibTIxTeO/ie5m2bpzc/e1Pzts0zBWx/x5ZWLNXa/Wt1wHNAa/evNYXY7LXZOnX2lCTp1NlTvsB8bqDu3PZ3zN+1pPbQ/emJT3Wm7Yw+PfFpQOG7p7oBAOjsQtrrP8vN1dljNVJbm84eq7Ecvs8N21bD9/6MDBlft+/nxtenLIfnYMc3bdigLx9+RP/vL6X68uFHLIfnYMcDAL5hKXjX1NQoMTHR1JeQkKCamhpT36lTpxQZGWnqi4+PV0NDQ8DX6LBkyRLFxcX5HikpKVZK9mtX7S5FhEWo1WhVRFiEdtXu6vXY+zXvm67Rud0RlP21rejpWgc9B03Hzm13p6e6AQDo7ELa68/W1vXYtltHaPbXtnv81zt3ShERUmurFBHR3u7H8QCAb1gK3i0tLXK5XKY+l8slr9dr6jMMo8vYjvMCvUaHhQsXyuPx+B5Hjx61UrJfmUmZvmDdarQqMymz12MTLp1gukbndvSQaNOxc9tW9HStMXFjTMfObXenp7oBAOjsQtrrhyQl9ti2W9jw6B7bdo8fnpXlC81qbW1v9+N4AMA3hlg5OSoqqsum6fV6NWzYMFNfWFhYl7Ed5wV6jQ6RkZFd/qIeCt8b8z1J7e9uZyZl+to9HVuQvUBS+zvGEy6d4GtLUsVdFb5bxKOHRKvirgpJ0kf/+5HplvKP/vcj0393d8zftSTpzWlvavrfpuug56DGxI3Rm9Pe7PW59lQ3AACdXUh7/dgtW9pvN6+t05CkRI3dssXS+Kv3V5tuL796f7Wl8VdVVvpuFw8bHq2r/Nxqb9f42Ntuk9T+zvXwrCxfu7/GAwC+YSl4Jycnq7a21tR37NgxjRw50tQ3fPhwNTc3mzbYxsZGXXzxxX6vce5nwfrD98Z8zxS4AznWU2jtHJA76xy2Az3m71qSAgrb5yJsAwACcaHt9VbD9rmshu1zWQ3LoR4fe9ttQQXmYMcDANpZutV83Lhx2rt3r6mvoqJC2dnmb97OyMgwfYHK559/rjFjxigsLEzjx4/X7t27e70GAADof+z1AACEnqXgHRMTI7fbrXXr1kmS6uvrVVZWpoKCAtN5s2bN0jPPPKPW1lZJUnFxsWbPni1Jmjp1qnbu3KkDBw5IkrZt26aoqChdfvnlQT8ZAAAQHPZ6AABCz9Kt5pL00ksvqaioSC+88IIMw9DLL7+s2NhYFRcXKz09XXl5ebr55ptVVVWlrKwshYeH69Zbb9Xdd98tSRo6dKhWr16tGTNmSGrf4EtKSkL7rAAAQJ+x1wMAEFphRndfSzqANTU1KS4uTh6PR7GxsU6XAwAAe1OIMZ8AgIEm2L3J0q3mAAAAAADAGoI3AAAAAAA2IngDAAAAAGAjgjcAAAAAADYieAMAAAAAYCOCNwAAAAAANiJ4AwAAAABgoyFOF2BVxz873tTU5HAlAAC069iTOvYoBIe9HgAw0AS71593wfvkyZOSpJSUFIcrAQDA7OTJk4qLi3O6jPMeez0AYKDq614fZpxnf55va2vTsWPHNGLECIWFhQV1raamJqWkpOjo0aOKjY0NUYXnF+aAOZCYgw7MA3Mg9W0ODMPQyZMnlZycrPBwPsUVrM57/cmTJwf9mgwGv9PBYf6CxxwGh/kLTijnL9i9/rx7xzs8PFyXXXZZSK8ZGxs76Bcyc8AcSMxBB+aBOZCszwHvdIdO572+44/srMngMH/BYf6CxxwGh/kLTqjmL5i9nj/LAwAAAABgI4I3AAAAAAA2GtTBOzIyUo8//rgiIyOdLsUxzAFzIDEHHZgH5kBiDgYa/n8Eh/kLDvMXPOYwOMxfcAbS/J13X64GAAAAAMD5ZFC/4w0AAAAAgN0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYaNAG73379umKK67QihUrnC7FMYcPH9Ydd9yhnJwcZWVl6a233nK6pH5XWVmp3Nxc5eTk6Prrr9eWLVucLslRt912mxYsWOB0GY6YMmWKcnJyTI8vv/zS6bL6VVtbm+bPn6+srCxdd911WrJkidMl9autW7d2WQNXXnml5s2b53Rpg8Lx48c1bdo0TZw4UVlZWdq4cWO35y1btkzjx49XZmamHnroIbW1tfVzpQNTIPO3atUqXXHFFaY1vnLlSgeqHZgCeW3I+vOvt/lj/fkX6Gty1p9/gcyh42vQGITKysqMm266yZg1a5bx29/+1ulyHDNp0iRjy5YthmEYRkNDg3HVVVcZhw4dcriq/uP1eo3U1FTj4MGDhmEYxuHDh43Ro0cbTU1NzhbmkH//+99GYmKi8dhjjzldiiNuuOEGp0tw3PPPP2888MADhmEYxpkzZ4ycnBxj165dDlflrJ/85CfGhx9+6HQZg0JBQYFRVlZmGIZhNDY2GmlpaUZdXZ3pnHfffdf4wQ9+YLS2thqGYRhz5841Xn755f4udUAKZP5KSkqMkpKS/i/uPBDIa0PWn3+BzB/rz79AXpOz/noWyBw6vQYH5TveYWFh2rBhgy677DKnS3HMqVOndOWVV+rGG2+UJF188cXKy8vTf/7zH4cr6z9HjhzR9OnTNXr0aEnSqFGjNG7cOO3bt8/Zwhzy9NNP68EHH3S6DDho5cqVWrx4sSRpyJAh2rhxo8aPH+9sUQ7at2+fzp49q+uuu87pUi54Ho9H1dXVys/PlyTFx8ersLBQpaWlpvNKSko0f/58hYe3v3yZP3++Vq1a1c/VDjyBzh/8C+S1IevPP15b912gr8lZf/6dL7lmUAbv73//+xo6dKjTZTgqOjpaf/jDH0x9zc3NGj58uEMV9b/vfOc7evzxx019Z86cUXR0tEMVOWfTpk367ne/q0svvdTpUuCQhoYGuVwuxcfH+/piYmIcrMh5xcXFWrRokdNlDApVVVVKS0sz9bndblVWVpr6PvjgA6Wnp/vaSUlJqqurG/S3WwY6f/AvkNeGrD//eG3dd4G+Jmf9+Xe+5JpBGbzR1cmTJ7V582ZNmjTJ6VIcU1paKsMwurx4GQyWLl06aD/b3dmTTz6pqVOnKjc3Vxs2bHC6nH515MgRpaSkaOXKlbr55puVm5urd9991+myHNPY2KhDhw7J7XY7XcqgUFNTo8TERFNfQkKCampqTH2nTp1SZGSkqS8+Pl4NDQ221ziQBTp/klReXu77HOSiRYt05syZ/irzvMf6Cx7rr3f+XpOz/gLXU65xcg0SvCHDMHTPPffo/vvv17e+9S2ny+l3paWluvbaa/Xkk0/qpZdecrqcfvfXv/5VEyZM0CWXXOJ0KY664YYbdMstt2jz5s1avXq15s6dq+rqaqfL6jdff/21du3apSFDhmjTpk1as2aNHnnkEe3fv9/p0hyxdu1a/fSnP3W6jEGjpaVFLpfL1OdyueT1ek19hmF0GdvdeYNNoPM3atQoXXvttXr77bdVXl6uEydO+D5egt6x/oLD+utdT6/JWX+B6WkOnV6DBG9o7ty5uuiii/TAAw84XYojCgoK9PHHH+tPf/qTCgoKVFdX53RJ/cYwDD333HN69NFHnS7FcU888YQmTJggSUpJSdH999+vN954w+Gq+s/QoUN10UUX6Wc/+5kkKTk5Wffdd9+gmoPO/vKXv6igoMDpMgaNqKioLi8evV6vhg0bZuoLCwvrMra78wabQOcvNzdXjzzyiIYMGaKIiAgtW7ZMr7/+en+Wel5j/QWH9de7nl6Ts/4C09McOr0GCd6DXHFxsWpra/XKK684XYrjrrnmGk2fPl3r1q1zupR+8+c//1k33XST6XO9aJeSkqL6+nqny+g3iYmJGjFihKlv1KhRqq2tdagi5zQ3N6uhoYHvPOhHycnJXdbasWPHNHLkSFPf8OHD1dzcbOprbGzUxRdfbHuNA1mg83eu2NhYtbS02FnaBYX1F1qsP7PeXpOz/npnNdf09xokeA9imzdv1rvvvqvXXnvN9w2Jg8mGDRu6/cWMiIhwoBpnlJeX67333tOUKVM0ZcoULV26VK+//rrvXc/BoqmpSWvWrDH1HT58WCkpKQ5V1P/+53/+R42NjTp9+rSv78svv+z1hfuFaNeuXXy2u5+NGzdOe/fuNfVVVFQoOzvb1JeRkWH6wrDPP/9cY8aM6fadoMEk0Plbs2aNmpqafG2Px6O4uLh+qfFCwPoLDuvPv0Bek7P+ehbIHDq9Bgdf2oIkqa2tTQ8//LBee+21Lp8LGyyuueYaLV++XMePH5cknThxQuvWrdPUqVMdrqz/rFixQjt27NDWrVu1detWLViwQHfeeadKSkqcLq1fxcTEaMmSJfrss88kSV999ZVeffXVQfUZ3/DwcOXn5+vXv/61pPYvJvn973+vH//4xw5X1v8OHjyoUaNGOV3GoBITEyO32+2746i+vl5lZWVdbvefNWuWnnnmGbW2tkpqf3dj9uzZ/V7vQBPo/H366adavny5r/3UU09pxowZ/Vrr+Yz1FxzWX/cCfU3O+vMv0Dl0eg2GGd19Uv8Cl5eXp5MnT+rIkSNyuVxKSkrS7NmzB9Uvf0VFhW666aYu/z5tYWGh7rvvPoeq6n/vvPOOiouLFRERodbWVj366KOaPn2602U5ZtWqVdq/f7+WLl3qdCn9bs+ePZo7d65vQ/vFL36hvLw8h6vqX83Nzfr5z3+ujz/+WC6XS4888oh+9KMfOV1Wv3v22WcVERGhhx9+2OlSBpXGxkYVFRWpvr5ehmFo2bJlmjx5soqLi5Wenu77fXzuuef0+uuvKzw8XLfeequeeuophysfGAKZP6/Xq3vvvVf79+9XeHi4Jk6cqOLiYv4ZKPl/bfjFF1+w/gIQyPyx/rrX02tyj8fD+gtAoHPo9BoclMEbAAAAAID+wq3mAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI0I3gAAAAAA2IjgDQAAAACAjQjeAAAAAADYiOANAAAAAICNCN4AAAAAANiI4A0AAAAAgI3+P/Y7AVjmJdmeAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mpl\n",
    "from matplotlib import pyplot as plt, rcParams \n",
    "\n",
    "parameters = {'axes.labelsize': 25,\n",
    "          'axes.titlesize': 10,\n",
    "          'font.family': 'DengXian'}\n",
    "plt.rcParams.update(parameters)\n",
    "\n",
    "f = plt.figure(figsize=(12, 10), dpi=100)\n",
    "f.suptitle(\"MEDV与其他属性的散点图\")\n",
    "colors = ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2', '#7f7f7f', '#bcbd22', '#17becf']\n",
    "for index, col in enumerate(iris.columns[0:-1]):\n",
    "    ax = plt.subplot(2, 2, index + 1)\n",
    "    ax.set_title(col)\n",
    "    plt.scatter(col, \"target\",s=rcParams['lines.markersize'] ** .8 , c = colors[index % len(colors)], data=iris)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 模型训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# 训练 a 和 b 的分类\n",
    "def solveModel(a, b, test_size, Scaler): \n",
    "    ## 切片\n",
    "    data = iris.loc[(iris.loc[:, \"target\"] == a) | (iris.loc[:, \"target\"] == b), :]\n",
    "    X = data.iloc[:, :-1]\n",
    "    y = data.iloc[:, -1]\n",
    "    \n",
    "    ## 数据划分\n",
    "    X_train, X_test, y_train, y_test = train_test_split(\n",
    "        X, y, test_size=test_size, random_state=0)\n",
    "    \n",
    "    ## 标准化\n",
    "    scaler = Scaler()\n",
    "    scaler.fit(X_train)\n",
    "    X_train = scaler.transform(X_train)\n",
    "    X_test = scaler.transform(X_test)\n",
    "    \n",
    "    clf = LogisticRegression().fit(X_train, y_train)\n",
    "    \n",
    "    return X_train, y_train, X_test, y_test, clf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn.metrics import accuracy_score\n",
    "import matplotlib as mpl\n",
    "from matplotlib import pyplot as plt, rcParams \n",
    "\n",
    "parameters = {'axes.labelsize': 25,\n",
    "          'axes.titlesize': 18,\n",
    "          'font.family': 'DengXian'}\n",
    "plt.rcParams.update(parameters)\n",
    "\n",
    "plt.figure()\n",
    "plt.title(\"样本比例与准确率的关系图\")\n",
    "\n",
    "# 研究 1 2 的分类\n",
    "tsize = np.arange(0.1, 1, 0.05)\n",
    "acc = np.zeros(tsize.shape)\n",
    "\n",
    "for i, s in enumerate(tsize):\n",
    "    X_train, y_train, X_test, y_test, clf = solveModel(1, 2, s, MinMaxScaler)\n",
    "    acc[i] = accuracy_score(y_test, clf.predict(X_test))\n",
    "    \n",
    "\n",
    "plt.plot(tsize, acc, label=\"MinMaxScaler\")\n",
    "\n",
    "for i, s in enumerate(tsize):\n",
    "    X_train, y_train, X_test, y_test, clf = solveModel(1, 2, s, StandardScaler)\n",
    "    acc[i] = accuracy_score(y_test, clf.predict(X_test))\n",
    "    \n",
    "plt.plot(tsize, acc, label=\"StandardScaler\")\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "plt.show()\n"
   ]
  }
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